Pandas Profiling Report

Dataset statistics

Number of variables	57
Number of observations	152552
Missing cells	2331880
Missing cells (%)	26.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	66.3 MiB
Average record size in memory	456.0 B

Variable types

Categorical	30
Numeric	8
Unsupported	14
DateTime	4
Boolean	1

Warnings

`LAST_REFILL_SETTING` has constant value "Facility"	Constant
`Facility Name` has a high cardinality: 101 distinct values	High cardinality
`STATE` has a high cardinality: 55 distinct values	High cardinality
`lga` has a high cardinality: 579 distinct values	High cardinality
`REGIMEN` has a high cardinality: 63 distinct values	High cardinality
`CAUSE_DEATH` has a high cardinality: 103 distinct values	High cardinality
`WARD` has a high cardinality: 1103 distinct values	High cardinality
`RECENCY_TESTING` is highly correlated with `RECENCY_CONSENT`	High correlation
`State` is highly correlated with `entry_point` and 10 other fields	High correlation
`BIOMETRIC` is highly correlated with `VIRAL_LOAD_TYPE` and 2 other fields	High correlation
`entry_point` is highly correlated with `State` and 8 other fields	High correlation
`OUTCOME` is highly correlated with `State` and 6 other fields	High correlation
`TIME_HIV_DIAGNOSIS` is highly correlated with `State` and 10 other fields	High correlation
`PREGNANT` is highly correlated with `TIME_HIV_DIAGNOSIS`	High correlation
`education` is highly correlated with `State` and 4 other fields	High correlation
`PATIENT_ID` is highly correlated with `State` and 6 other fields	High correlation
`STATUS_REGISTRATION` is highly correlated with `entry_point` and 4 other fields	High correlation
`ENROLLMENT_SETTING` is highly correlated with `State` and 3 other fields	High correlation
`FACILITY_ID` is highly correlated with `State` and 8 other fields	High correlation
`L.G.A` is highly correlated with `State` and 14 other fields	High correlation
`STATE` is highly correlated with `State` and 10 other fields	High correlation
`GENDER` is highly correlated with `SOURCE_REFERRAL`	High correlation
`BREASTFEEDING` is highly correlated with `TIME_HIV_DIAGNOSIS`	High correlation
`REGIMEN` is highly correlated with `STATUS_REGISTRATION` and 5 other fields	High correlation
`VIRAL_LOAD_TYPE` is highly correlated with `BIOMETRIC` and 1 other fields	High correlation
`CBO_ID` is highly correlated with `ENROLLMENT_SETTING`	High correlation
`age_unit` is highly correlated with `REGIMEN`	High correlation
`SOURCE_REFERRAL` is highly correlated with `State` and 6 other fields	High correlation
`tb_status` is highly correlated with `education` and 1 other fields	High correlation
`REGIMENTYPE` is highly correlated with `REGIMEN`	High correlation
`CURRENT_STATUS` is highly correlated with `BIOMETRIC` and 8 other fields	High correlation
`AGREED_DATE` is highly correlated with `BIOMETRIC` and 7 other fields	High correlation
`RECENCY_CONSENT` is highly correlated with `RECENCY_TESTING` and 5 other fields	High correlation
`OCCUPATION` is highly correlated with `L.G.A` and 1 other fields	High correlation
`UNIQUE_ID` has 58108 (38.1%) missing values	Missing
`marital_status` has 4682 (3.1%) missing values	Missing
`education` has 9007 (5.9%) missing values	Missing
`OCCUPATION` has 6239 (4.1%) missing values	Missing
`STATE` has 2937 (1.9%) missing values	Missing
`lga` has 2543 (1.7%) missing values	Missing
`entry_point` has 47050 (30.8%) missing values	Missing
`DATE_CONFIRMED_HIV` has 51946 (34.1%) missing values	Missing
`DATE_ENROLLED_PMTCT` has 151488 (99.3%) missing values	Missing
`SOURCE_REFERRAL` has 152177 (99.8%) missing values	Missing
`TIME_HIV_DIAGNOSIS` has 152100 (99.7%) missing values	Missing
`tb_status` has 51879 (34.0%) missing values	Missing
`ENROLLMENT_SETTING` has 35250 (23.1%) missing values	Missing
`CBO_ID` has 14321 (9.4%) missing values	Missing
`DATE_STARTED` has 23198 (15.2%) missing values	Missing
`enrolled_ovc` has 11229 (7.4%) missing values	Missing
`RECENCY_CONSENT` has 144524 (94.7%) missing values	Missing
`RECENCY_TESTING` has 14771 (9.7%) missing values	Missing
`REGIMENTYPE` has 22804 (14.9%) missing values	Missing
`REGIMEN` has 22799 (14.9%) missing values	Missing
`LAST_CLINIC_STAGE` has 23531 (15.4%) missing values	Missing
`DATE_LAST_CD4` has 110846 (72.7%) missing values	Missing
`DATE_LAST_VIRAL_LOAD` has 75477 (49.5%) missing values	Missing
`VIRAL_LOAD_DUE_DATE` has 42522 (27.9%) missing values	Missing
`VIRAL_LOAD_TYPE` has 42522 (27.9%) missing values	Missing
`DATE_LAST_REFILL` has 22797 (14.9%) missing values	Missing
`DATE_NEXT_REFILL` has 22797 (14.9%) missing values	Missing
`LAST_REFILL_SETTING` has 127526 (83.6%) missing values	Missing
`DATE_LAST_CLINIC` has 17811 (11.7%) missing values	Missing
`DATE_NEXT_CLINIC` has 21263 (13.9%) missing values	Missing
`DATE_TRACKED` has 150090 (98.4%) missing values	Missing
`OUTCOME` has 133094 (87.2%) missing values	Missing
`CAUSE_DEATH` has 150543 (98.7%) missing values	Missing
`AGREED_DATE` has 152534 (> 99.9%) missing values	Missing
`BIOMETRIC` has 11229 (7.4%) missing values	Missing
`PARTNERINFORMATION_ID` has 152552 (100.0%) missing values	Missing
`WARD` has 94466 (61.9%) missing values	Missing
`CBO_ID` is highly skewed (γ1 = 33.81683773)	Skewed
`LAST_VIRAL_LOAD` is highly skewed (γ1 = 39.67085197)	Skewed
`LAST_CD4` is highly skewed (γ1 = 280.0604144)	Skewed
`LAST_CD4P` is highly skewed (γ1 = 81.37770847)	Skewed
`PATIENT_ID` is uniformly distributed	Uniform
`PATIENT_ID` has unique values	Unique
`HOSPITAL_NUM` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`UNIQUE_ID` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_BIRTH` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_CONFIRMED_HIV` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_REGISTRATION` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_STARTED` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_CURRENT_STATUS` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_LAST_CD4` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`VIRAL_LOAD_DUE_DATE` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_LAST_REFILL` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_NEXT_REFILL` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_LAST_CLINIC` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DATE_NEXT_CLINIC` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`PARTNERINFORMATION_ID` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`CBO_ID` has 138071 (90.5%) zeros	Zeros
`LAST_VIRAL_LOAD` has 101214 (66.3%) zeros	Zeros
`LAST_CD4` has 113980 (74.7%) zeros	Zeros
`LAST_CD4P` has 151427 (99.3%) zeros	Zeros
`LAST_REFILL_DURATION` has 30765 (20.2%) zeros	Zeros

Reproduction

Analysis started	2021-06-15 08:48:50.998973
Analysis finished	2021-06-15 08:50:00.045376
Duration	1 minute and 9.05 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

State
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

Akwa Ibom	83592
Adamawa	25765
Cross River	21654
Niger	21541

Length

Max length	11
Median length	9
Mean length	8.381286381
Min length	5

Characters and Unicode

Total characters	1278582
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Niger
2nd row	Niger
3rd row	Niger
4th row	Niger
5th row	Niger

Common Values

Value	Count	Frequency (%)
Akwa Ibom	83592	54.8%
Adamawa	25765	16.9%
Cross River	21654	14.2%
Niger	21541	14.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
akwa	83592	32.4%
ibom	83592	32.4%
adamawa	25765	10.0%
river	21654	8.4%
cross	21654	8.4%
niger	21541	8.4%

Most occurring characters

Value	Count	Frequency (%)
a	160887	12.6%
A	109357	8.6%
w	109357	8.6%
m	109357	8.6%
o	105246	8.2%
	105246	8.2%
k	83592	6.5%
I	83592	6.5%
b	83592	6.5%
r	64849	5.1%
Other values (9)	263507	20.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	915538	71.6%
Uppercase Letter	257798	20.2%
Space Separator	105246	8.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	160887	17.6%
w	109357	11.9%
m	109357	11.9%
o	105246	11.5%
k	83592	9.1%
b	83592	9.1%
r	64849	7.1%
s	43308	4.7%
i	43195	4.7%
e	43195	4.7%
Other values (3)	68960	7.5%

Uppercase Letter

Value	Count	Frequency (%)
A	109357	42.4%
I	83592	32.4%
C	21654	8.4%
R	21654	8.4%
N	21541	8.4%

Space Separator

Value	Count	Frequency (%)
	105246	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1173336	91.8%
Common	105246	8.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	160887	13.7%
A	109357	9.3%
w	109357	9.3%
m	109357	9.3%
o	105246	9.0%
k	83592	7.1%
I	83592	7.1%
b	83592	7.1%
r	64849	5.5%
s	43308	3.7%
Other values (8)	220199	18.8%

Common

Value	Count	Frequency (%)
	105246	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1278582	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	160887	12.6%
A	109357	8.6%
w	109357	8.6%
m	109357	8.6%
o	105246	8.2%
	105246	8.2%
k	83592	6.5%
I	83592	6.5%
b	83592	6.5%
r	64849	5.1%
Other values (9)	263507	20.6%

L.G.A
Categorical

HIGH CORRELATION

Distinct	38
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

Ikot Ekpene	20133
Ibiono-Ibom	15075
Essien Udim	13709
Ogoja	13219
Mubi South	9662
Other values (33)	80754

Length

Max length	11
Median length	7
Mean length	7.496565106
Min length	3

Characters and Unicode

Total characters	1143616
Distinct characters	42
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Magama
2nd row	Magama
3rd row	Magama
4th row	Magama
5th row	Magama

Common Values

Value	Count	Frequency (%)
Ikot Ekpene	20133	13.2%
Ibiono-Ibom	15075	9.9%
Essien Udim	13709	9.0%
Ogoja	13219	8.7%
Mubi South	9662	6.3%
Abak	7992	5.2%
Etim Ekpo	7702	5.0%
Itu	6583	4.3%
Numan	4697	3.1%
Obudu	4666	3.1%
Other values (28)	49114	32.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ekpene	20133	9.7%
ikot	20133	9.7%
ibiono-ibom	15075	7.3%
udim	13709	6.6%
essien	13709	6.6%
ogoja	13219	6.4%
south	9662	4.7%
mubi	9662	4.7%
abak	7992	3.9%
etim	7702	3.7%
Other values (33)	76232	36.8%

Most occurring characters

Value	Count	Frequency (%)
o	129005	11.3%
i	85560	7.5%
k	74107	6.5%
n	72863	6.4%
a	68207	6.0%
I	65794	5.8%
b	57987	5.1%
e	54903	4.8%
	54676	4.8%
t	50669	4.4%
Other values (32)	429845	37.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	851562	74.5%
Uppercase Letter	222303	19.4%
Space Separator	54676	4.8%
Dash Punctuation	15075	1.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	129005	15.1%
i	85560	10.0%
k	74107	8.7%
n	72863	8.6%
a	68207	8.0%
b	57987	6.8%
e	54903	6.4%
t	50669	6.0%
u	49055	5.8%
m	42238	5.0%
Other values (13)	166968	19.6%

Uppercase Letter

Value	Count	Frequency (%)
I	65794	29.6%
E	49246	22.2%
O	23402	10.5%
M	17143	7.7%
S	15544	7.0%
U	13709	6.2%
A	11462	5.2%
B	6221	2.8%
N	4697	2.1%
K	3119	1.4%
Other values (7)	11966	5.4%

Space Separator

Value	Count	Frequency (%)
	54676	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	15075	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1073865	93.9%
Common	69751	6.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	129005	12.0%
i	85560	8.0%
k	74107	6.9%
n	72863	6.8%
a	68207	6.4%
I	65794	6.1%
b	57987	5.4%
e	54903	5.1%
t	50669	4.7%
E	49246	4.6%
Other values (30)	365524	34.0%

Common

Value	Count	Frequency (%)
	54676	78.4%
-	15075	21.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1143616	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	129005	11.3%
i	85560	7.5%
k	74107	6.5%
n	72863	6.4%
a	68207	6.0%
I	65794	5.8%
b	57987	5.1%
e	54903	4.8%
	54676	4.8%
t	50669	4.4%
Other values (32)	429845	37.6%

Facility Name
Categorical

HIGH CARDINALITY

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

Ibiono Handmaids Hospital	12795
Ikot Ekpene General Hospital	11267
Mubi General Hospital	9662
Ukana Cottage Hospital	8090
Ogoja General Hospital	7090
Other values (96)	103648

Length

Max length	48
Median length	25
Mean length	25.8906799
Min length	8

Characters and Unicode

Total characters	3949675
Distinct characters	55
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Rural Hosp- Auna
2nd row	Rural Hosp- Auna
3rd row	Rural Hosp- Auna
4th row	Rural Hosp- Auna
5th row	Rural Hosp- Auna

Common Values

Value	Count	Frequency (%)
Ibiono Handmaids Hospital	12795	8.4%
Ikot Ekpene General Hospital	11267	7.4%
Mubi General Hospital	9662	6.3%
Ukana Cottage Hospital	8090	5.3%
Ogoja General Hospital	7090	4.6%
Etim Ekpo General Hospital	6884	4.5%
Ogoja Catholic Maternity Hospital	5596	3.7%
Numan General Hospital	4697	3.1%
Ikot Ekpene Primary Health Centre	4676	3.1%
Ukpom Abak General Hospital	4399	2.9%
Other values (91)	77396	50.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
hospital	117324	20.9%
general	71208	12.7%
ikot	23311	4.2%
ekpene	19492	3.5%
health	19145	3.4%
centre	15173	2.7%
cottage	14532	2.6%
ibiono	14161	2.5%
ogoja	13219	2.4%
handmaids	12795	2.3%
Other values (155)	241014	42.9%

Most occurring characters

Value	Count	Frequency (%)
a	411318	10.4%
	408822	10.4%
e	337930	8.6%
t	282073	7.1%
o	281160	7.1%
i	250198	6.3%
l	238516	6.0%
n	216544	5.5%
s	168965	4.3%
p	167526	4.2%
Other values (45)	1186623	30.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2971522	75.2%
Uppercase Letter	554469	14.0%
Space Separator	408822	10.4%
Dash Punctuation	9473	0.2%
Other Punctuation	4985	0.1%
Decimal Number	272	< 0.1%
Open Punctuation	66	< 0.1%
Close Punctuation	66	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	411318	13.8%
e	337930	11.4%
t	282073	9.5%
o	281160	9.5%
i	250198	8.4%
l	238516	8.0%
n	216544	7.3%
s	168965	5.7%
p	167526	5.6%
r	156300	5.3%
Other values (14)	460992	15.5%

Uppercase Letter

Value	Count	Frequency (%)
H	162021	29.2%
G	75615	13.6%
I	60748	11.0%
C	59004	10.6%
E	39709	7.2%
M	35923	6.5%
U	20218	3.6%
O	17088	3.1%
S	15233	2.7%
N	14514	2.6%
Other values (13)	54396	9.8%

Other Punctuation

Value	Count	Frequency (%)
.	3722	74.7%
'	1209	24.3%
&	54	1.1%

Space Separator

Value	Count	Frequency (%)
	408822	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	9473	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	66	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	66	100.0%

Decimal Number

Value	Count	Frequency (%)
1	272	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3525991	89.3%
Common	423684	10.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	411318	11.7%
e	337930	9.6%
t	282073	8.0%
o	281160	8.0%
i	250198	7.1%
l	238516	6.8%
n	216544	6.1%
s	168965	4.8%
p	167526	4.8%
H	162021	4.6%
Other values (37)	1009740	28.6%

Common

Value	Count	Frequency (%)
	408822	96.5%
-	9473	2.2%
.	3722	0.9%
'	1209	0.3%
1	272	0.1%
(	66	< 0.1%
)	66	< 0.1%
&	54	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3949675	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	411318	10.4%
	408822	10.4%
e	337930	8.6%
t	282073	7.1%
o	281160	7.1%
i	250198	6.3%
l	238516	6.0%
n	216544	5.5%
s	168965	4.3%
p	167526	4.2%
Other values (45)	1186623	30.0%

PATIENT_ID
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	152552
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84518.89607

Minimum	8217
Maximum	160854
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	8217
5-th percentile	15844.55
Q1	46354.75
median	84492.5
Q3	122705.25
95-th percentile	153225.45
Maximum	160854
Range	152637
Interquartile range (IQR)	76350.5

Descriptive statistics

Standard deviation	44069.05203
Coefficient of variation (CV)	0.521410644
Kurtosis	-1.200266362
Mean	84518.89607
Median Absolute Deviation (MAD)	38175.5
Skewness	0.0008710833222
Sum	1.289352663 × 10¹⁰
Variance	1942081347
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10245	1	< 0.1%
17117	1	< 0.1%
21215	1	< 0.1%
109280	1	< 0.1%
107233	1	< 0.1%
113378	1	< 0.1%
111331	1	< 0.1%
101092	1	< 0.1%
99045	1	< 0.1%
105190	1	< 0.1%
Other values (152542)	152542	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8217	1	< 0.1%
8218	1	< 0.1%
8219	1	< 0.1%
8220	1	< 0.1%
8221	1	< 0.1%
8222	1	< 0.1%
8223	1	< 0.1%
8224	1	< 0.1%
8225	1	< 0.1%
8226	1	< 0.1%

Value	Count	Frequency (%)
160854	1	< 0.1%
160853	1	< 0.1%
160852	1	< 0.1%
160851	1	< 0.1%
160850	1	< 0.1%
160849	1	< 0.1%
160848	1	< 0.1%
160847	1	< 0.1%
160846	1	< 0.1%
160845	1	< 0.1%

FACILITY_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2056.288918

Minimum	421
Maximum	10026
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	421
5-th percentile	434
Q1	507
median	612
Q3	1753
95-th percentile	10022
Maximum	10026
Range	9605
Interquartile range (IQR)	1246

Descriptive statistics

Standard deviation	3023.349923
Coefficient of variation (CV)	1.470294323
Kurtosis	2.758194971
Mean	2056.288918
Median Absolute Deviation (MAD)	154
Skewness	2.088395705
Sum	313690987
Variance	9140644.755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
562	12795	8.4%
612	11267	7.4%
434	9662	6.3%
505	8090	5.3%
1753	7090	4.6%
510	6884	4.5%
1752	5596	3.7%
2881	4697	3.1%
614	4676	3.1%
459	4399	2.9%
Other values (91)	77396	50.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
421	433	0.3%
425	1088	0.7%
426	1877	1.2%
433	3133	2.1%
434	9662	6.3%
436	4060	2.7%
446	72	< 0.1%
448	237	0.2%
455	2497	1.6%
458	787	0.5%

Value	Count	Frequency (%)
10026	185	0.1%
10025	2513	1.6%
10024	1822	1.2%
10023	2054	1.3%
10022	2315	1.5%
10021	227	0.1%
10020	92	0.1%
10019	662	0.4%
10018	1172	0.8%
10017	1199	0.8%

HOSPITAL_NUM
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

UNIQUE_ID
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	58108
Missing (%)	38.1%
Memory size	1.2 MiB

GENDER
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

Female	101537
Male	51015

Length

Max length	6
Median length	6
Mean length	5.331178877
Min length	4

Characters and Unicode

Total characters	813282
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Female
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	101537	66.6%
Male	51015	33.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
female	101537	66.6%
male	51015	33.4%

Most occurring characters

Value	Count	Frequency (%)
e	254089	31.2%
a	152552	18.8%
l	152552	18.8%
F	101537	12.5%
m	101537	12.5%
M	51015	6.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	660730	81.2%
Uppercase Letter	152552	18.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	254089	38.5%
a	152552	23.1%
l	152552	23.1%
m	101537	15.4%

Uppercase Letter

Value	Count	Frequency (%)
F	101537	66.6%
M	51015	33.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	813282	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	254089	31.2%
a	152552	18.8%
l	152552	18.8%
F	101537	12.5%
m	101537	12.5%
M	51015	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	813282	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	254089	31.2%
a	152552	18.8%
l	152552	18.8%
F	101537	12.5%
m	101537	12.5%
M	51015	6.3%

DATE_BIRTH
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

AGE
Real number (ℝ_≥0)

Distinct	114
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.47607373

Minimum	0
Maximum	1001
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	26
median	32
Q3	40
95-th percentile	55
Maximum	1001
Range	1001
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	13.85632478
Coefficient of variation (CV)	0.4139172618
Kurtosis	970.3397768
Mean	33.47607373
Median Absolute Deviation (MAD)	7
Skewness	14.90886752
Sum	5106842
Variance	191.9977363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	11961	7.8%
35	8656	5.7%
40	7842	5.1%
25	6775	4.4%
32	6108	4.0%
28	5981	3.9%
29	4924	3.2%
27	4882	3.2%
45	4715	3.1%
26	4439	2.9%
Other values (104)	86269	56.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	825	0.5%
2	1076	0.7%
3	709	0.5%
4	666	0.4%
5	629	0.4%
6	541	0.4%
7	501	0.3%
8	439	0.3%
9	410	0.3%

Value	Count	Frequency (%)
1001	1	< 0.1%
996	1	< 0.1%
960	1	< 0.1%
935	1	< 0.1%
934	2	< 0.1%
927	1	< 0.1%
814	1	< 0.1%
230	1	< 0.1%
228	1	< 0.1%
212	1	< 0.1%

age_unit
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

year(s)	150693
month(s)	1808
day(s)	51

Length

Max length	8
Median length	7
Mean length	7.011517384
Min length	6

Characters and Unicode

Total characters	1069621
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	year(s)
2nd row	year(s)
3rd row	year(s)
4th row	year(s)
5th row	year(s)

Common Values

Value	Count	Frequency (%)
year(s)	150693	98.8%
month(s)	1808	1.2%
day(s)	51	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
year(s	150693	98.8%
month(s	1808	1.2%
day(s	51	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
(	152552	14.3%
s	152552	14.3%
)	152552	14.3%
y	150744	14.1%
a	150744	14.1%
e	150693	14.1%
r	150693	14.1%
m	1808	0.2%
o	1808	0.2%
n	1808	0.2%
Other values (3)	3667	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	764517	71.5%
Open Punctuation	152552	14.3%
Close Punctuation	152552	14.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	152552	20.0%
y	150744	19.7%
a	150744	19.7%
e	150693	19.7%
r	150693	19.7%
m	1808	0.2%
o	1808	0.2%
n	1808	0.2%
t	1808	0.2%
h	1808	0.2%

Open Punctuation

Value	Count	Frequency (%)
(	152552	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	152552	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	764517	71.5%
Common	305104	28.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	152552	20.0%
y	150744	19.7%
a	150744	19.7%
e	150693	19.7%
r	150693	19.7%
m	1808	0.2%
o	1808	0.2%
n	1808	0.2%
t	1808	0.2%
h	1808	0.2%

Common

Value	Count	Frequency (%)
(	152552	50.0%
)	152552	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1069621	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
(	152552	14.3%
s	152552	14.3%
)	152552	14.3%
y	150744	14.1%
a	150744	14.1%
e	150693	14.1%
r	150693	14.1%
m	1808	0.2%
o	1808	0.2%
n	1808	0.2%
Other values (3)	3667	0.3%

marital_status
Categorical

MISSING

Distinct	7
Distinct (%)	< 0.1%
Missing	4682
Missing (%)	3.1%
Memory size	1.2 MiB

Married	88258
Single	47135
Widowed	7175
Separated	3062
Divorced	1604
Other values (2)	636

Length

Max length	9
Median length	7
Mean length	6.737884628
Min length	6

Characters and Unicode

Total characters	996331
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Single
2nd row	Widowed
3rd row	Divorced
4th row	Single
5th row	Married

Common Values

Value	Count	Frequency (%)
Married	88258	57.9%
Single	47135	30.9%
Widowed	7175	4.7%
Separated	3062	2.0%
Divorced	1604	1.1%
Windowed	624	0.4%
Seperated	12	< 0.1%
(Missing)	4682	3.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
married	88258	59.7%
single	47135	31.9%
widowed	7175	4.9%
separated	3062	2.1%
divorced	1604	1.1%
windowed	624	0.4%
seperated	12	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
r	181194	18.2%
e	150956	15.2%
i	144796	14.5%
d	108534	10.9%
a	94394	9.5%
M	88258	8.9%
S	50209	5.0%
n	47759	4.8%
g	47135	4.7%
l	47135	4.7%
Other values (8)	35961	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	848461	85.2%
Uppercase Letter	147870	14.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	181194	21.4%
e	150956	17.8%
i	144796	17.1%
d	108534	12.8%
a	94394	11.1%
n	47759	5.6%
g	47135	5.6%
l	47135	5.6%
o	9403	1.1%
w	7799	0.9%
Other values (4)	9356	1.1%

Uppercase Letter

Value	Count	Frequency (%)
M	88258	59.7%
S	50209	34.0%
W	7799	5.3%
D	1604	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	996331	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	181194	18.2%
e	150956	15.2%
i	144796	14.5%
d	108534	10.9%
a	94394	9.5%
M	88258	8.9%
S	50209	5.0%
n	47759	4.8%
g	47135	4.7%
l	47135	4.7%
Other values (8)	35961	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	996331	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	181194	18.2%
e	150956	15.2%
i	144796	14.5%
d	108534	10.9%
a	94394	9.5%
M	88258	8.9%
S	50209	5.0%
n	47759	4.8%
g	47135	4.7%
l	47135	4.7%
Other values (8)	35961	3.6%

education
Categorical

HIGH CORRELATION
MISSING

Distinct	12
Distinct (%)	< 0.1%
Missing	9007
Missing (%)	5.9%
Memory size	1.2 MiB

Senior Secondary	64628
Primary	31531
None	23427
Post Secondary	14331
Quranic	4860
Other values (7)	4768

Length

Max length	35
Median length	14
Mean length	11.53406946
Min length	4

Characters and Unicode

Total characters	1655658
Distinct characters	30
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Primary
2nd row	Quranic
3rd row	Quranic
4th row	Primary
5th row	Quranic

Common Values

Value	Count	Frequency (%)
Senior Secondary	64628	42.4%
Primary	31531	20.7%
None	23427	15.4%
Post Secondary	14331	9.4%
Quranic	4860	3.2%
Junior Secondary	4340	2.8%
NONE	283	0.2%
primary	74	< 0.1%
QURANIC EDUCATION	57	< 0.1%
QURANIC EDUCATION,QURANIC EDUCATION	9	< 0.1%
Other values (2)	5	< 0.1%
(Missing)	9007	5.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
secondary	83304	36.7%
senior	64631	28.5%
primary	31605	13.9%
none	23710	10.4%
post	14333	6.3%
quranic	4926	2.2%
junior	4340	1.9%
education	66	< 0.1%
education,quranic	9	< 0.1%
secondary,senior	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
r	220353	13.3%
o	190045	11.5%
n	180570	10.9%
e	171370	10.4%
S	147943	8.9%
a	119774	7.2%
y	114914	6.9%
i	105439	6.4%
c	88169	5.3%
	83384	5.0%
Other values (20)	233697	14.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1343492	81.1%
Uppercase Letter	228768	13.8%
Space Separator	83384	5.0%
Other Punctuation	14	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	147943	64.7%
P	45866	20.0%
N	24143	10.6%
Q	4935	2.2%
J	4340	1.9%
E	358	0.2%
O	358	0.2%
U	150	0.1%
A	150	0.1%
I	150	0.1%
Other values (4)	375	0.2%

Lowercase Letter

Value	Count	Frequency (%)
r	220353	16.4%
o	190045	14.1%
n	180570	13.4%
e	171370	12.8%
a	119774	8.9%
y	114914	8.6%
i	105439	7.8%
c	88169	6.6%
d	83309	6.2%
m	31605	2.4%
Other values (4)	37944	2.8%

Space Separator

Value	Count	Frequency (%)
	83384	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	14	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1572260	95.0%
Common	83398	5.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	220353	14.0%
o	190045	12.1%
n	180570	11.5%
e	171370	10.9%
S	147943	9.4%
a	119774	7.6%
y	114914	7.3%
i	105439	6.7%
c	88169	5.6%
d	83309	5.3%
Other values (18)	150374	9.6%

Common

Value	Count	Frequency (%)
	83384	> 99.9%
,	14	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1655658	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	220353	13.3%
o	190045	11.5%
n	180570	10.9%
e	171370	10.4%
S	147943	8.9%
a	119774	7.2%
y	114914	6.9%
i	105439	6.4%
c	88169	5.3%
	83384	5.0%
Other values (20)	233697	14.1%

OCCUPATION
Categorical

HIGH CORRELATION
MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	6239
Missing (%)	4.1%
Memory size	1.2 MiB

Unemployed	96065
Employed	42141
Student	7278
Retired	829

Length

Max length	10
Median length	10
Mean length	9.257735129
Min length	7

Characters and Unicode

Total characters	1354527
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unemployed
2nd row	Employed
3rd row	Unemployed
4th row	Unemployed
5th row	Unemployed

Common Values

Value	Count	Frequency (%)
Unemployed	96065	63.0%
Employed	42141	27.6%
Student	7278	4.8%
Retired	829	0.5%
(Missing)	6239	4.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
unemployed	96065	65.7%
employed	42141	28.8%
student	7278	5.0%
retired	829	0.6%

Most occurring characters

Value	Count	Frequency (%)
e	243207	18.0%
d	146313	10.8%
m	138206	10.2%
p	138206	10.2%
l	138206	10.2%
o	138206	10.2%
y	138206	10.2%
n	103343	7.6%
U	96065	7.1%
E	42141	3.1%
Other values (6)	32428	2.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1208214	89.2%
Uppercase Letter	146313	10.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	243207	20.1%
d	146313	12.1%
m	138206	11.4%
p	138206	11.4%
l	138206	11.4%
o	138206	11.4%
y	138206	11.4%
n	103343	8.6%
t	15385	1.3%
u	7278	0.6%
Other values (2)	1658	0.1%

Uppercase Letter

Value	Count	Frequency (%)
U	96065	65.7%
E	42141	28.8%
S	7278	5.0%
R	829	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1354527	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	243207	18.0%
d	146313	10.8%
m	138206	10.2%
p	138206	10.2%
l	138206	10.2%
o	138206	10.2%
y	138206	10.2%
n	103343	7.6%
U	96065	7.1%
E	42141	3.1%
Other values (6)	32428	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1354527	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	243207	18.0%
d	146313	10.8%
m	138206	10.2%
p	138206	10.2%
l	138206	10.2%
o	138206	10.2%
y	138206	10.2%
n	103343	7.6%
U	96065	7.1%
E	42141	3.1%
Other values (6)	32428	2.4%

STATE
Categorical

HIGH CARDINALITY
HIGH CORRELATION
MISSING

Distinct	55
Distinct (%)	< 0.1%
Missing	2937
Missing (%)	1.9%
Memory size	1.2 MiB

Akwa Ibom	79917
Adamawa	24646
Cross River	19215
Niger	17953
NIGER	2976
Other values (50)	4908

Length

Max length	23
Median length	9
Mean length	8.237476189
Min length	3

Characters and Unicode

Total characters	1232450
Distinct characters	48
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10 ?
Unique (%)	< 0.1%

Sample

1st row	Niger
2nd row	Niger
3rd row	Niger
4th row	Niger
5th row	Niger

Common Values

Value	Count	Frequency (%)
Akwa Ibom	79917	52.4%
Adamawa	24646	16.2%
Cross River	19215	12.6%
Niger	17953	11.8%
NIGER	2976	2.0%
Benue	2213	1.5%
Borno	855	0.6%
Abia	455	0.3%
Kebbi	370	0.2%
Ebonyi	356	0.2%
Other values (45)	659	0.4%
(Missing)	2937	1.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
akwa	79917	32.1%
ibom	79917	32.1%
adamawa	24648	9.9%
niger	20929	8.4%
cross	19215	7.7%
river	19215	7.7%
benue	2216	0.9%
borno	855	0.3%
abia	456	0.2%
kebbi	374	0.2%
Other values (34)	1009	0.4%

Most occurring characters

Value	Count	Frequency (%)
a	154947	12.6%
A	105097	8.5%
m	104658	8.5%
w	104626	8.5%
o	101353	8.2%
	99136	8.0%
I	82951	6.7%
b	81601	6.6%
k	79922	6.5%
r	57568	4.7%
Other values (38)	260591	21.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	872445	70.8%
Uppercase Letter	260866	21.2%
Space Separator	99136	8.0%
Other Punctuation	3	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	105097	40.3%
I	82951	31.8%
R	22354	8.6%
N	20954	8.0%
C	19236	7.4%
E	3394	1.3%
B	3092	1.2%
G	3004	1.2%
K	550	0.2%
T	106	< 0.1%
Other values (14)	128	< 0.1%

Lowercase Letter

Value	Count	Frequency (%)
a	154947	17.8%
m	104658	12.0%
w	104626	12.0%
o	101353	11.6%
b	81601	9.4%
k	79922	9.2%
r	57568	6.6%
e	42157	4.8%
s	38608	4.4%
i	38553	4.4%
Other values (11)	68452	7.8%

Other Punctuation

Value	Count	Frequency (%)
,	2	66.7%
.	1	33.3%

Space Separator

Value	Count	Frequency (%)
	99136	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1133311	92.0%
Common	99139	8.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	154947	13.7%
A	105097	9.3%
m	104658	9.2%
w	104626	9.2%
o	101353	8.9%
I	82951	7.3%
b	81601	7.2%
k	79922	7.1%
r	57568	5.1%
e	42157	3.7%
Other values (35)	218431	19.3%

Common

Value	Count	Frequency (%)
	99136	> 99.9%
,	2	< 0.1%
.	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1232450	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	154947	12.6%
A	105097	8.5%
m	104658	8.5%
w	104626	8.5%
o	101353	8.2%
	99136	8.0%
I	82951	6.7%
b	81601	6.6%
k	79922	6.5%
r	57568	4.7%
Other values (38)	260591	21.1%

lga
Categorical

HIGH CARDINALITY
MISSING

Distinct	579
Distinct (%)	0.4%
Missing	2543
Missing (%)	1.7%
Memory size	1.2 MiB

Ikot Ekpene	12481
Essien Udim	10670
Ibiono-Ibom	7921
Itu	7497
Abak	7276
Other values (574)	104164

Length

Max length	56
Median length	5
Mean length	6.831183462
Min length	3

Characters and Unicode

Total characters	1024739
Distinct characters	63
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	278 ?
Unique (%)	0.2%

Sample

1st row	Magama
2nd row	Magama
3rd row	Magama
4th row	Magama
5th row	Magama

Common Values

Value	Count	Frequency (%)
Ikot Ekpene	12481	8.2%
Essien Udim	10670	7.0%
Ibiono-Ibom	7921	5.2%
Itu	7497	4.9%
Abak	7276	4.8%
Ikono	7067	4.6%
Ogoja	5211	3.4%
Etim Ekpo	4814	3.2%
Uyo	4626	3.0%
Mubi South	4592	3.0%
Other values (569)	77854	51.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ikot	12615	6.5%
ekpene	12481	6.5%
udim	10670	5.5%
essien	10670	5.5%
ibiono-ibom	7921	4.1%
itu	7497	3.9%
mubi	7280	3.8%
abak	7276	3.8%
ikono	7067	3.7%
ogoja	5211	2.7%
Other values (652)	104237	54.0%

Most occurring characters

Value	Count	Frequency (%)
o	101753	9.9%
a	81905	8.0%
i	72798	7.1%
k	71305	7.0%
n	64391	6.3%
I	53359	5.2%
e	45352	4.4%
b	43085	4.2%
	42918	4.2%
t	42511	4.1%
Other values (53)	405362	39.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	756673	73.8%
Uppercase Letter	216098	21.1%
Space Separator	42918	4.2%
Dash Punctuation	8304	0.8%
Other Punctuation	731	0.1%
Decimal Number	14	< 0.1%
Open Punctuation	1	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	53359	24.7%
E	35279	16.3%
O	19446	9.0%
U	18711	8.7%
A	17333	8.0%
M	17021	7.9%
S	10531	4.9%
B	9359	4.3%
N	5835	2.7%
K	4638	2.1%
Other values (15)	24586	11.4%

Lowercase Letter

Value	Count	Frequency (%)
o	101753	13.4%
a	81905	10.8%
i	72798	9.6%
k	71305	9.4%
n	64391	8.5%
e	45352	6.0%
b	43085	5.7%
t	42511	5.6%
u	42402	5.6%
m	32054	4.2%
Other values (14)	159117	21.0%

Decimal Number

Value	Count	Frequency (%)
1	5	35.7%
7	2	14.3%
4	2	14.3%
0	1	7.1%
5	1	7.1%
3	1	7.1%
9	1	7.1%
6	1	7.1%

Other Punctuation

Value	Count	Frequency (%)
/	724	99.0%
,	5	0.7%
.	2	0.3%

Space Separator

Value	Count	Frequency (%)
	42918	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8304	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	972771	94.9%
Common	51968	5.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	101753	10.5%
a	81905	8.4%
i	72798	7.5%
k	71305	7.3%
n	64391	6.6%
I	53359	5.5%
e	45352	4.7%
b	43085	4.4%
t	42511	4.4%
u	42402	4.4%
Other values (39)	353910	36.4%

Common

Value	Count	Frequency (%)
	42918	82.6%
-	8304	16.0%
/	724	1.4%
,	5	< 0.1%
1	5	< 0.1%
.	2	< 0.1%
7	2	< 0.1%
4	2	< 0.1%
(	1	< 0.1%
0	1	< 0.1%
Other values (4)	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1024739	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	101753	9.9%
a	81905	8.0%
i	72798	7.1%
k	71305	7.0%
n	64391	6.3%
I	53359	5.2%
e	45352	4.4%
b	43085	4.2%
	42918	4.2%
t	42511	4.1%
Other values (53)	405362	39.6%

entry_point
Categorical

HIGH CORRELATION
MISSING

Distinct	13
Distinct (%)	< 0.1%
Missing	47050
Missing (%)	30.8%
Memory size	1.2 MiB

HCT	36533
Outreach	32067
OPD	17813
Others	7071
Transfer-in	4074
Other values (8)	7944

Length

Max length	11
Median length	3
Mean length	5.467299198
Min length	3

Characters and Unicode

Total characters	576811
Distinct characters	28
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	OPD
2nd row	OPD
3rd row	OPD
4th row	OPD
5th row	OPD

Common Values

Value	Count	Frequency (%)
HCT	36533	23.9%
Outreach	32067	21.0%
OPD	17813	11.7%
Others	7071	4.6%
Transfer-in	4074	2.7%
Outreaches	3098	2.0%
In-patient	1722	1.1%
PMTCT	1137	0.7%
ANC/PMTCT	758	0.5%
TB DOTS	581	0.4%
Other values (3)	648	0.4%
(Missing)	47050	30.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
hct	36533	34.3%
outreach	32067	30.1%
opd	17813	16.7%
others	7071	6.6%
transfer-in	4074	3.8%
outreaches	3098	2.9%
in-patient	1722	1.6%
pmtct	1137	1.1%
anc/pmtct	758	0.7%
tb	581	0.5%
Other values (6)	1651	1.6%

Most occurring characters

Value	Count	Frequency (%)
O	60856	10.6%
e	51455	8.9%
r	50384	8.7%
t	46330	8.0%
T	45656	7.9%
h	42236	7.3%
a	41286	7.2%
C	39509	6.8%
H	36533	6.3%
c	35262	6.1%
Other values (18)	127304	22.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	341558	59.2%
Uppercase Letter	227696	39.5%
Dash Punctuation	5796	1.0%
Space Separator	1003	0.2%
Other Punctuation	758	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	51455	15.1%
r	50384	14.8%
t	46330	13.6%
h	42236	12.4%
a	41286	12.1%
c	35262	10.3%
u	35165	10.3%
s	14568	4.3%
n	12339	3.6%
i	6315	1.8%
Other values (3)	6218	1.8%

Uppercase Letter

Value	Count	Frequency (%)
O	60856	26.7%
T	45656	20.1%
C	39509	17.4%
H	36533	16.0%
P	19708	8.7%
D	18394	8.1%
I	2144	0.9%
M	1895	0.8%
B	807	0.4%
A	758	0.3%
Other values (2)	1436	0.6%

Dash Punctuation

Value	Count	Frequency (%)
-	5796	100.0%

Space Separator

Value	Count	Frequency (%)
	1003	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	758	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	569254	98.7%
Common	7557	1.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	60856	10.7%
e	51455	9.0%
r	50384	8.9%
t	46330	8.1%
T	45656	8.0%
h	42236	7.4%
a	41286	7.3%
C	39509	6.9%
H	36533	6.4%
c	35262	6.2%
Other values (15)	119747	21.0%

Common

Value	Count	Frequency (%)
-	5796	76.7%
	1003	13.3%
/	758	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	576811	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	60856	10.6%
e	51455	8.9%
r	50384	8.7%
t	46330	8.0%
T	45656	7.9%
h	42236	7.3%
a	41286	7.2%
C	39509	6.8%
H	36533	6.3%
c	35262	6.1%
Other values (18)	127304	22.1%

DATE_CONFIRMED_HIV
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	51946
Missing (%)	34.1%
Memory size	1.2 MiB

DATE_ENROLLED_PMTCT
Date

MISSING

Distinct	513
Distinct (%)	48.2%
Missing	151488
Missing (%)	99.3%
Memory size	1.2 MiB

Minimum	2007-02-21 00:00:00
Maximum	2021-05-28 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

SOURCE_REFERRAL
Categorical

HIGH CORRELATION
MISSING

Distinct	8
Distinct (%)	2.1%
Missing	152177
Missing (%)	99.8%
Memory size	1.2 MiB

Self-referral	209
PMTCT outreach	69
In-patients	40
Private/Commercial Health facility	34
Medical outpatient	18
Other values (3)	5

Length

Max length	34
Median length	13
Mean length	15.14666667
Min length	1

Characters and Unicode

Total characters	5680
Distinct characters	33
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.5%

Sample

1st row	PMTCT outreach
2nd row	PMTCT outreach
3rd row	In-patients
4th row	In-patients
5th row	In-patients

Common Values

Value	Count	Frequency (%)
Self-referral	209	0.1%
PMTCT outreach	69	< 0.1%
In-patients	40	< 0.1%
Private/Commercial Health facility	34	< 0.1%
Medical outpatient	18	< 0.1%
External HCT centre	3	< 0.1%
Sex worker outreach	1	< 0.1%
	1	< 0.1%
(Missing)	152177	99.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
self-referral	209	38.8%
outreach	70	13.0%
pmtct	69	12.8%
in-patients	40	7.4%
private/commercial	34	6.3%
facility	34	6.3%
health	34	6.3%
outpatient	18	3.3%
medical	18	3.3%
centre	3	0.6%
Other values (5)	9	1.7%

Most occurring characters

Value	Count	Frequency (%)
e	886	15.6%
r	773	13.6%
l	541	9.5%
a	494	8.7%
f	452	8.0%
t	312	5.5%
-	249	4.4%
i	212	3.7%
S	210	3.7%
	163	2.9%
Other values (23)	1388	24.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4506	79.3%
Uppercase Letter	727	12.8%
Dash Punctuation	249	4.4%
Space Separator	163	2.9%
Other Punctuation	34	0.6%
Control	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	886	19.7%
r	773	17.2%
l	541	12.0%
a	494	11.0%
f	452	10.0%
t	312	6.9%
i	212	4.7%
c	159	3.5%
o	123	2.7%
h	104	2.3%
Other values (11)	450	10.0%

Uppercase Letter

Value	Count	Frequency (%)
S	210	28.9%
T	141	19.4%
C	106	14.6%
P	103	14.2%
M	87	12.0%
I	40	5.5%
H	37	5.1%
E	3	0.4%

Space Separator

Value	Count	Frequency (%)
	163	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	249	100.0%

Control

Value	Count	Frequency (%)
	1	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	34	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5233	92.1%
Common	447	7.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	886	16.9%
r	773	14.8%
l	541	10.3%
a	494	9.4%
f	452	8.6%
t	312	6.0%
i	212	4.1%
S	210	4.0%
c	159	3.0%
T	141	2.7%
Other values (19)	1053	20.1%

Common

Value	Count	Frequency (%)
-	249	55.7%
	163	36.5%
/	34	7.6%
	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5680	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	886	15.6%
r	773	13.6%
l	541	9.5%
a	494	8.7%
f	452	8.0%
t	312	5.5%
-	249	4.4%
i	212	3.7%
S	210	3.7%
	163	2.9%
Other values (23)	1388	24.4%

TIME_HIV_DIAGNOSIS
Categorical

HIGH CORRELATION
MISSING

Distinct	12
Distinct (%)	2.7%
Missing	152100
Missing (%)	99.7%
Memory size	1.2 MiB

ANC	229
Newly Tested HIV+ (ANC)	83
Previously known HIV+ (ANC)	72
Previous known HIV+ (ANC)	26
Previous pregnancy (ANC)	18
Other values (7)	24

Length

Max length	33
Median length	3
Mean length	13.5420354
Min length	3

Characters and Unicode

Total characters	6121
Distinct characters	39
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.4%

Sample

1st row	ANC
2nd row	ANC
3rd row	Previous pregnancy (ANC)
4th row	ANC
5th row	ANC

Common Values

Value	Count	Frequency (%)
ANC	229	0.2%
Newly Tested HIV+ (ANC)	83	0.1%
Previously known HIV+ (ANC)	72	< 0.1%
Previous known HIV+ (ANC)	26	< 0.1%
Previous pregnancy (ANC)	18	< 0.1%
Previous - Non pregnant	8	< 0.1%
Labour	6	< 0.1%
Previously konwn HIV+ (PP >72hrs)	3	< 0.1%
Previous pregnancy (L&D)	3	< 0.1%
Newly Tested HIV+ (PP >72hrs)	2	< 0.1%
Other values (2)	2	< 0.1%
(Missing)	152100	99.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
anc	428	39.4%
hiv	188	17.3%
known	99	9.1%
tested	86	7.9%
newly	86	7.9%
previously	76	7.0%
previous	55	5.1%
pregnancy	21	1.9%
	8	0.7%
non	8	0.7%
Other values (6)	32	2.9%

Most occurring characters

Value	Count	Frequency (%)
	635	10.4%
N	522	8.5%
A	428	7.0%
C	428	7.0%
e	418	6.8%
n	270	4.4%
o	247	4.0%
s	222	3.6%
(	209	3.4%
)	209	3.4%
Other values (29)	2533	41.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2667	43.6%
Uppercase Letter	2185	35.7%
Space Separator	635	10.4%
Open Punctuation	209	3.4%
Close Punctuation	209	3.4%
Math Symbol	193	3.2%
Decimal Number	10	0.2%
Dash Punctuation	8	0.1%
Other Punctuation	5	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	418	15.7%
n	270	10.1%
o	247	9.3%
s	222	8.3%
w	188	7.0%
y	183	6.9%
r	171	6.4%
l	162	6.1%
u	137	5.1%
v	131	4.9%
Other values (10)	538	20.2%

Uppercase Letter

Value	Count	Frequency (%)
N	522	23.9%
A	428	19.6%
C	428	19.6%
H	188	8.6%
I	188	8.6%
V	188	8.6%
P	141	6.5%
T	86	3.9%
L	11	0.5%
D	5	0.2%

Math Symbol

Value	Count	Frequency (%)
+	188	97.4%
>	5	2.6%

Decimal Number

Value	Count	Frequency (%)
7	5	50.0%
2	5	50.0%

Space Separator

Value	Count	Frequency (%)
	635	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	209	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	209	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	5	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4852	79.3%
Common	1269	20.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	522	10.8%
A	428	8.8%
C	428	8.8%
e	418	8.6%
n	270	5.6%
o	247	5.1%
s	222	4.6%
w	188	3.9%
H	188	3.9%
I	188	3.9%
Other values (20)	1753	36.1%

Common

Value	Count	Frequency (%)
	635	50.0%
(	209	16.5%
)	209	16.5%
+	188	14.8%
-	8	0.6%
&	5	0.4%
>	5	0.4%
7	5	0.4%
2	5	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6121	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	635	10.4%
N	522	8.5%
A	428	7.0%
C	428	7.0%
e	418	6.8%
n	270	4.4%
o	247	4.0%
s	222	3.6%
(	209	3.4%
)	209	3.4%
Other values (29)	2533	41.4%

tb_status
Categorical

HIGH CORRELATION
MISSING

Distinct	23
Distinct (%)	< 0.1%
Missing	51879
Missing (%)	34.0%
Memory size	1.2 MiB

No sign or symptoms of TB	91713
Currently on INH prophylaxis	5472
No signs or symptoms of TB	1790
TB suspected and referred for evaluation	1192
Currently on TB treatment	215
Other values (18)	291

Length

Max length	129
Median length	25
Mean length	25.40309716
Min length	21

Characters and Unicode

Total characters	2557406
Distinct characters	40
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	< 0.1%

Sample

1st row	No sign or symptoms of TB
2nd row	No sign or symptoms of TB
3rd row	Currently on INH prophylaxis
4th row	No sign or symptoms of TB
5th row	Currently on INH prophylaxis

Common Values

Value	Count	Frequency (%)
No sign or symptoms of TB	91713	60.1%
Currently on INH prophylaxis	5472	3.6%
No signs or symptoms of TB	1790	1.2%
TB suspected and referred for evaluation	1192	0.8%
Currently on TB treatment	215	0.1%
Patient with signs and symptoms of TB	182	0.1%
No signs or symptoms of TB,No signs or symptoms of TB	39	< 0.1%
TB positive not on TB drugs	15	< 0.1%
No signs or symptoms of TB,Currently on INH prophylaxis	12	< 0.1%
TB Positive not on drugs	12	< 0.1%
Other values (13)	31	< 0.1%
(Missing)	51879	34.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tb	95192	16.0%
symptoms	93802	15.8%
of	93802	15.8%
or	93605	15.8%
no	93556	15.8%
sign	91713	15.5%
on	5737	1.0%
currently	5693	1.0%
inh	5499	0.9%
prophylaxis	5494	0.9%
Other values (28)	9047	1.5%

Most occurring characters

Value	Count	Frequency (%)
	492467	19.3%
o	388518	15.2%
s	291442	11.4%
m	187824	7.3%
r	115553	4.5%
n	108292	4.2%
p	106000	4.1%
y	105007	4.1%
t	103223	4.0%
i	100971	3.9%
Other values (30)	558109	21.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1758274	68.8%
Space Separator	492467	19.3%
Uppercase Letter	306593	12.0%
Other Punctuation	72	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	388518	22.1%
s	291442	16.6%
m	187824	10.7%
r	115553	6.6%
n	108292	6.2%
p	106000	6.0%
y	105007	6.0%
t	103223	5.9%
i	100971	5.7%
f	96195	5.5%
Other values (11)	155249	8.8%

Uppercase Letter

Value	Count	Frequency (%)
N	99106	32.3%
T	95266	31.1%
B	95260	31.1%
C	5717	1.9%
I	5500	1.8%
H	5499	1.8%
P	226	0.1%
S	4	< 0.1%
E	3	< 0.1%
F	3	< 0.1%
Other values (7)	9	< 0.1%

Space Separator

Value	Count	Frequency (%)
	492467	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	72	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2064867	80.7%
Common	492539	19.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	388518	18.8%
s	291442	14.1%
m	187824	9.1%
r	115553	5.6%
n	108292	5.2%
p	106000	5.1%
y	105007	5.1%
t	103223	5.0%
i	100971	4.9%
N	99106	4.8%
Other values (28)	458931	22.2%

Common

Value	Count	Frequency (%)
	492467	> 99.9%
,	72	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2557406	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	492467	19.3%
o	388518	15.2%
s	291442	11.4%
m	187824	7.3%
r	115553	4.5%
n	108292	4.2%
p	106000	4.1%
y	105007	4.1%
t	103223	4.0%
i	100971	3.9%
Other values (30)	558109	21.8%

PREGNANT
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

0	151345
1	1207

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	152552
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	151345	99.2%
1	1207	0.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	151345	99.2%
1	1207	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	151345	99.2%
1	1207	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	152552	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	151345	99.2%
1	1207	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	152552	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	151345	99.2%
1	1207	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	152552	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	151345	99.2%
1	1207	0.8%

BREASTFEEDING
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

0	151825
1	727

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	152552
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	151825	99.5%
1	727	0.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	151825	99.5%
1	727	0.5%

Most occurring characters

Value	Count	Frequency (%)
0	151825	99.5%
1	727	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	152552	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	151825	99.5%
1	727	0.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	152552	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	151825	99.5%
1	727	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	152552	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	151825	99.5%
1	727	0.5%

DATE_REGISTRATION
Unsupported

REJECTED
UNSUPPORTED

Missing	141
Missing (%)	0.1%
Memory size	1.2 MiB

STATUS_REGISTRATION
Categorical

HIGH CORRELATION

Distinct	10
Distinct (%)	< 0.1%
Missing	940
Missing (%)	0.6%
Memory size	1.2 MiB

HIV+ Non ART	83144
HIV+ non ART	61106
ART Transfer In	6296
Pre-ART Transfer In	413
HIV exposed Infant status unknown	308
Other values (5)	345

Length

Max length	34
Median length	12
Mean length	12.21394744
Min length	12

Characters and Unicode

Total characters	1851781
Distinct characters	32
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	HIV+ Non ART
2nd row	HIV+ Non ART
3rd row	HIV+ Non ART
4th row	HIV+ Non ART
5th row	HIV+ Non ART

Common Values

Value	Count	Frequency (%)
HIV+ Non ART	83144	54.5%
HIV+ non ART	61106	40.1%
ART Transfer In	6296	4.1%
Pre-ART Transfer In	413	0.3%
HIV exposed Infant status unknown	308	0.2%
HIV exposed status unknown	170	0.1%
HIV Exposed Status Unknown	91	0.1%
ART Start - external	56	< 0.1%
HIV negative	24	< 0.1%
HIV exposed Infant status negative	4	< 0.1%
(Missing)	940	0.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
art	150602	33.0%
hiv	144847	31.8%
non	144250	31.7%
transfer	6709	1.5%
in	6709	1.5%
status	573	0.1%
exposed	573	0.1%
unknown	569	0.1%
pre-art	413	0.1%
infant	312	0.1%
Other values (4)	196	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
	304141	16.4%
n	221189	11.9%
T	157724	8.5%
I	151868	8.2%
A	151015	8.2%
R	151015	8.2%
o	145392	7.9%
H	144847	7.8%
V	144847	7.8%
+	144250	7.8%
Other values (22)	135493	7.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	985202	53.2%
Lowercase Letter	417719	22.6%
Space Separator	304141	16.4%
Math Symbol	144250	7.8%
Dash Punctuation	469	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	221189	53.0%
o	145392	34.8%
r	13943	3.3%
e	8345	2.0%
s	8337	2.0%
a	7734	1.9%
f	7021	1.7%
t	1654	0.4%
u	1051	0.3%
x	629	0.2%
Other values (8)	2424	0.6%

Uppercase Letter

Value	Count	Frequency (%)
T	157724	16.0%
I	151868	15.4%
A	151015	15.3%
R	151015	15.3%
H	144847	14.7%
V	144847	14.7%
N	83144	8.4%
P	413	< 0.1%
S	147	< 0.1%
E	91	< 0.1%

Math Symbol

Value	Count	Frequency (%)
+	144250	100.0%

Space Separator

Value	Count	Frequency (%)
	304141	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	469	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1402921	75.8%
Common	448860	24.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	221189	15.8%
T	157724	11.2%
I	151868	10.8%
A	151015	10.8%
R	151015	10.8%
o	145392	10.4%
H	144847	10.3%
V	144847	10.3%
N	83144	5.9%
r	13943	1.0%
Other values (19)	37937	2.7%

Common

Value	Count	Frequency (%)
	304141	67.8%
+	144250	32.1%
-	469	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1851781	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	304141	16.4%
n	221189	11.9%
T	157724	8.5%
I	151868	8.2%
A	151015	8.2%
R	151015	8.2%
o	145392	7.9%
H	144847	7.8%
V	144847	7.8%
+	144250	7.8%
Other values (22)	135493	7.3%

ENROLLMENT_SETTING
Categorical

HIGH CORRELATION
MISSING

Distinct	8
Distinct (%)	< 0.1%
Missing	35250
Missing (%)	23.1%
Memory size	1.2 MiB

Facility	81783
Community	29928
Clinical Platforms (Chemists/PMVs/Dispensary)	4974
Clinical Platforms (PHCs/Private Clinics/Nursing Homes)	411
Community Based Organisation	160
Other values (3)	46

Length

Max length	55
Median length	8
Mean length	10.02573699
Min length	8

Characters and Unicode

Total characters	1176039
Distinct characters	37
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Facility
2nd row	Facility
3rd row	Facility
4th row	Facility
5th row	Facility

Common Values

Value	Count	Frequency (%)
Facility	81783	53.6%
Community	29928	19.6%
Clinical Platforms (Chemists/PMVs/Dispensary)	4974	3.3%
Clinical Platforms (PHCs/Private Clinics/Nursing Homes)	411	0.3%
Community Based Organisation	160	0.1%
Clinical Platforms (Laboratories)	43	< 0.1%
Clinical Platforms (TBAs)	2	< 0.1%
Clinical Platforms (Community Pharmacy)	1	< 0.1%
(Missing)	35250	23.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
facility	81783	63.2%
community	30089	23.3%
platforms	5431	4.2%
clinical	5431	4.2%
chemists/pmvs/dispensary	4974	3.8%
homes	411	0.3%
phcs/private	411	0.3%
clinics/nursing	411	0.3%
based	160	0.1%
organisation	160	0.1%
Other values (3)	46	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
i	216472	18.4%
t	122891	10.4%
y	116847	9.9%
a	98598	8.4%
l	98487	8.4%
c	87626	7.5%
F	81783	7.0%
m	70995	6.0%
n	41636	3.5%
C	41316	3.5%
Other values (27)	199388	17.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	991551	84.3%
Uppercase Letter	150851	12.8%
Space Separator	12005	1.0%
Other Punctuation	10770	0.9%
Open Punctuation	5431	0.5%
Close Punctuation	5431	0.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	216472	21.8%
t	122891	12.4%
y	116847	11.8%
a	98598	9.9%
l	98487	9.9%
c	87626	8.8%
m	70995	7.2%
n	41636	4.2%
o	36177	3.6%
s	32310	3.3%
Other values (10)	69512	7.0%

Uppercase Letter

Value	Count	Frequency (%)
F	81783	54.2%
C	41316	27.4%
P	11228	7.4%
M	4974	3.3%
V	4974	3.3%
D	4974	3.3%
H	822	0.5%
N	411	0.3%
B	162	0.1%
O	160	0.1%
Other values (3)	47	< 0.1%

Space Separator

Value	Count	Frequency (%)
	12005	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5431	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	10770	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5431	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1142402	97.1%
Common	33637	2.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	216472	18.9%
t	122891	10.8%
y	116847	10.2%
a	98598	8.6%
l	98487	8.6%
c	87626	7.7%
F	81783	7.2%
m	70995	6.2%
n	41636	3.6%
C	41316	3.6%
Other values (23)	165751	14.5%

Common

Value	Count	Frequency (%)
	12005	35.7%
/	10770	32.0%
(	5431	16.1%
)	5431	16.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176039	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	216472	18.4%
t	122891	10.4%
y	116847	9.9%
a	98598	8.4%
l	98487	8.4%
c	87626	7.5%
F	81783	7.0%
m	70995	6.0%
n	41636	3.5%
C	41316	3.5%
Other values (27)	199388	17.0%

CBO_ID
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	14321
Missing (%)	9.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.004644399592

Minimum	0
Maximum	6
Zeros	138071
Zeros (%)	90.5%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1461116338
Coefficient of variation (CV)	31.4597465
Kurtosis	1197.346888
Mean	0.004644399592
Median Absolute Deviation (MAD)	0
Skewness	33.81683773
Sum	642
Variance	0.02134860953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	138071	90.5%
4	40	< 0.1%
3	34	< 0.1%
6	34	< 0.1%
5	30	< 0.1%
1	18	< 0.1%
2	4	< 0.1%
(Missing)	14321	9.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	138071	90.5%
1	18	< 0.1%
2	4	< 0.1%
3	34	< 0.1%
4	40	< 0.1%
5	30	< 0.1%
6	34	< 0.1%

Value	Count	Frequency (%)
6	34	< 0.1%
5	30	< 0.1%
4	40	< 0.1%
3	34	< 0.1%
2	4	< 0.1%
1	18	< 0.1%
0	138071	90.5%

DATE_STARTED
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	23198
Missing (%)	15.2%
Memory size	1.2 MiB

enrolled_ovc
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	11229
Missing (%)	7.4%
Memory size	1.2 MiB

0.0	141301
1.0	22

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	423969
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	141301	92.6%
1.0	22	< 0.1%
(Missing)	11229	7.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	141301	> 99.9%
1.0	22	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	282624	66.7%
.	141323	33.3%
1	22	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	282646	66.7%
Other Punctuation	141323	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	282624	> 99.9%
1	22	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	141323	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	423969	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	282624	66.7%
.	141323	33.3%
1	22	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	423969	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	282624	66.7%
.	141323	33.3%
1	22	< 0.1%

RECENCY_CONSENT
Boolean

HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	144524
Missing (%)	94.7%
Memory size	298.1 KiB

False	5933
True	2095
(Missing)	144524

Common Values
Chart

Value	Count	Frequency (%)
False	5933	3.9%
True	2095	1.4%
(Missing)	144524	94.7%

RECENCY_TESTING
Categorical

HIGH CORRELATION
MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	14771
Missing (%)	9.7%
Memory size	1.2 MiB

No Documented Test Result	135095
Long Term Infection	1987
Recent Infection	699

Length

Max length	25
Median length	25
Mean length	24.86781196
Min length	16

Characters and Unicode

Total characters	3426312
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No Documented Test Result
2nd row	No Documented Test Result
3rd row	No Documented Test Result
4th row	No Documented Test Result
5th row	No Documented Test Result

Common Values

Value	Count	Frequency (%)
No Documented Test Result	135095	88.6%
Long Term Infection	1987	1.3%
Recent Infection	699	0.5%
(Missing)	14771	9.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
test	135095	24.7%
documented	135095	24.7%
result	135095	24.7%
no	135095	24.7%
infection	2686	0.5%
term	1987	0.4%
long	1987	0.4%
recent	699	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	546451	15.9%
	409958	12.0%
t	408670	11.9%
o	274863	8.0%
u	270190	7.9%
s	270190	7.9%
n	143153	4.2%
c	138480	4.0%
m	137082	4.0%
T	137082	4.0%
Other values (11)	690193	20.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2468615	72.0%
Uppercase Letter	547739	16.0%
Space Separator	409958	12.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	546451	22.1%
t	408670	16.6%
o	274863	11.1%
u	270190	10.9%
s	270190	10.9%
n	143153	5.8%
c	138480	5.6%
m	137082	5.6%
d	135095	5.5%
l	135095	5.5%
Other values (4)	9346	0.4%

Uppercase Letter

Value	Count	Frequency (%)
T	137082	25.0%
R	135794	24.8%
N	135095	24.7%
D	135095	24.7%
I	2686	0.5%
L	1987	0.4%

Space Separator

Value	Count	Frequency (%)
	409958	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3016354	88.0%
Common	409958	12.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	546451	18.1%
t	408670	13.5%
o	274863	9.1%
u	270190	9.0%
s	270190	9.0%
n	143153	4.7%
c	138480	4.6%
m	137082	4.5%
T	137082	4.5%
R	135794	4.5%
Other values (10)	554399	18.4%

Common

Value	Count	Frequency (%)
	409958	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3426312	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	546451	15.9%
	409958	12.0%
t	408670	11.9%
o	274863	8.0%
u	270190	7.9%
s	270190	7.9%
n	143153	4.2%
c	138480	4.0%
m	137082	4.0%
T	137082	4.0%
Other values (11)	690193	20.1%

CURRENT_STATUS
Categorical

HIGH CORRELATION

Distinct	19
Distinct (%)	< 0.1%
Missing	12
Missing (%)	< 0.1%
Memory size	1.2 MiB

ART Start	78136
Lost to Follow Up	24534
ART Restart	12355
HIV+ non ART	11671
Known Death	8414
Other values (14)	17430

Length

Max length	34
Median length	9
Mean length	11.60592631
Min length	9

Characters and Unicode

Total characters	1770368
Distinct characters	43
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	ART Start
2nd row	ART Start
3rd row	ART Start
4th row	ART Start
5th row	ART Transfer Out

Common Values

Value	Count	Frequency (%)
ART Start	78136	51.2%
Lost to Follow Up	24534	16.1%
ART Restart	12355	8.1%
HIV+ non ART	11671	7.7%
Known Death	8414	5.5%
ART Transfer Out	8215	5.4%
ART Transfer In	3691	2.4%
HIV+ Non ART	2018	1.3%
Stopped Treatment	1998	1.3%
HIV exposed status unknown	678	0.4%
Other values (9)	830	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
art	116137	30.4%
start	78186	20.4%
lost	24534	6.4%
up	24534	6.4%
to	24534	6.4%
follow	24534	6.4%
hiv	14645	3.8%
non	13689	3.6%
transfer	12406	3.2%
restart	12355	3.2%
Other values (18)	36812	9.6%

Most occurring characters

Value	Count	Frequency (%)
t	255276	14.4%
	229826	13.0%
T	131042	7.4%
R	128993	7.3%
o	124111	7.0%
r	117902	6.7%
A	116638	6.6%
a	114514	6.5%
S	80298	4.5%
n	63542	3.6%
Other values (33)	408226	23.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	919661	51.9%
Uppercase Letter	606639	34.3%
Space Separator	229826	13.0%
Math Symbol	13689	0.8%
Dash Punctuation	550	< 0.1%
Other Punctuation	1	< 0.1%
Open Punctuation	1	< 0.1%
Close Punctuation	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	255276	27.8%
o	124111	13.5%
r	117902	12.8%
a	114514	12.5%
n	63542	6.9%
s	51995	5.7%
l	49118	5.3%
e	41575	4.5%
w	33883	3.7%
p	29468	3.2%
Other values (11)	38277	4.2%

Uppercase Letter

Value	Count	Frequency (%)
T	131042	21.6%
R	128993	21.3%
A	116638	19.2%
S	80298	13.2%
U	24648	4.1%
L	24534	4.0%
F	24534	4.0%
I	18572	3.1%
H	14645	2.4%
V	14645	2.4%
Other values (6)	28090	4.6%

Space Separator

Value	Count	Frequency (%)
	229826	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	550	100.0%

Math Symbol

Value	Count	Frequency (%)
+	13689	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	1	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1526300	86.2%
Common	244068	13.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	255276	16.7%
T	131042	8.6%
R	128993	8.5%
o	124111	8.1%
r	117902	7.7%
A	116638	7.6%
a	114514	7.5%
S	80298	5.3%
n	63542	4.2%
s	51995	3.4%
Other values (27)	341989	22.4%

Common

Value	Count	Frequency (%)
	229826	94.2%
+	13689	5.6%
-	550	0.2%
,	1	< 0.1%
(	1	< 0.1%
)	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1770368	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	255276	14.4%
	229826	13.0%
T	131042	7.4%
R	128993	7.3%
o	124111	7.0%
r	117902	6.7%
A	116638	6.6%
a	114514	6.5%
S	80298	4.5%
n	63542	3.6%
Other values (33)	408226	23.1%

DATE_CURRENT_STATUS
Unsupported

REJECTED
UNSUPPORTED

Missing	135
Missing (%)	0.1%
Memory size	1.2 MiB

REGIMENTYPE
Categorical

HIGH CORRELATION
MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	22804
Missing (%)	14.9%
Memory size	1.2 MiB

ART First Line Adult	124251
ART First Line Children	4694
ART Second Line Adult	759
ART Second Line Children	41
Third Line	3

Length

Max length	24
Median length	20
Mean length	20.11541604
Min length	10

Characters and Unicode

Total characters	2609935
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ART First Line Adult
2nd row	ART First Line Adult
3rd row	ART First Line Adult
4th row	ART First Line Adult
5th row	ART First Line Adult

Common Values

Value	Count	Frequency (%)
ART First Line Adult	124251	81.4%
ART First Line Children	4694	3.1%
ART Second Line Adult	759	0.5%
ART Second Line Children	41	< 0.1%
Third Line	3	< 0.1%
(Missing)	22804	14.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
line	129748	25.0%
art	129745	25.0%
first	128945	24.8%
adult	125010	24.1%
children	4735	0.9%
second	800	0.2%
third	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
	389238	14.9%
i	263431	10.1%
A	254755	9.8%
t	253955	9.7%
n	135283	5.2%
e	135283	5.2%
r	133683	5.1%
d	130548	5.0%
T	129748	5.0%
L	129748	5.0%
Other values (10)	654263	25.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1442221	55.3%
Uppercase Letter	778476	29.8%
Space Separator	389238	14.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	263431	18.3%
t	253955	17.6%
n	135283	9.4%
e	135283	9.4%
r	133683	9.3%
d	130548	9.1%
l	129745	9.0%
s	128945	8.9%
u	125010	8.7%
h	4738	0.3%
Other values (2)	1600	0.1%

Uppercase Letter

Value	Count	Frequency (%)
A	254755	32.7%
T	129748	16.7%
L	129748	16.7%
R	129745	16.7%
F	128945	16.6%
C	4735	0.6%
S	800	0.1%

Space Separator

Value	Count	Frequency (%)
	389238	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2220697	85.1%
Common	389238	14.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	263431	11.9%
A	254755	11.5%
t	253955	11.4%
n	135283	6.1%
e	135283	6.1%
r	133683	6.0%
d	130548	5.9%
T	129748	5.8%
L	129748	5.8%
R	129745	5.8%
Other values (9)	524518	23.6%

Common

Value	Count	Frequency (%)
	389238	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2609935	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	389238	14.9%
i	263431	10.1%
A	254755	9.8%
t	253955	9.7%
n	135283	5.2%
e	135283	5.2%
r	133683	5.1%
d	130548	5.0%
T	129748	5.0%
L	129748	5.0%
Other values (10)	654263	25.1%

REGIMEN
Categorical

HIGH CARDINALITY
HIGH CORRELATION
MISSING

Distinct	63
Distinct (%)	< 0.1%
Missing	22799
Missing (%)	14.9%
Memory size	1.2 MiB

TDF(300mg)+3TC(300mg)+DTG(50mg)	91687
TDF(300mg)+3TC(300mg)+EFV(600mg)	20388
AZT(300mg)+3TC(150mg)+NVP(200mg)	6888
AZT(300mg)+3TC(150mg)+ABC(300mg)	1202
TDF(300mg)+3TC(300mg)+LPV/r(200/50mg)	1109
Other values (58)	8479

Length

Max length	51
Median length	31
Mean length	31.30168859
Min length	15

Characters and Unicode

Total characters	4061488
Distinct characters	42
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	< 0.1%

Sample

1st row	TDF(300mg)+3TC(300mg)+DTG(50mg)
2nd row	TDF(300mg)+3TC(300mg)+DTG(50mg)
3rd row	TDF(300mg)+3TC(300mg)+DTG(50mg)
4th row	TDF(300mg)+3TC(300mg)+DTG(50mg)
5th row	TDF(300mg)+3TC(300mg)+DTG(50mg)

Common Values

Value	Count	Frequency (%)
TDF(300mg)+3TC(300mg)+DTG(50mg)	91687	60.1%
TDF(300mg)+3TC(300mg)+EFV(600mg)	20388	13.4%
AZT(300mg)+3TC(150mg)+NVP(200mg)	6888	4.5%
AZT(300mg)+3TC(150mg)+ABC(300mg)	1202	0.8%
TDF(300mg)+3TC(300mg)+LPV/r(200/50mg)	1109	0.7%
ABC(60mg)+3TC(30mg)+LPV/r(40/10mg)	1019	0.7%
AZT(300mg)+3TC(150mg)+EFV(600mg)	788	0.5%
TDF(300mg)+3TC(30mg)+DTG(50mg)	717	0.5%
AZT(10mg/ml)+3TC(10mg/ml)+NVP(10mg/ml)	674	0.4%
AZT/3TC/NVP(60/30/50mg)	594	0.4%
Other values (53)	4687	3.1%
(Missing)	22799	14.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tdf(300mg)+3tc(300mg)+dtg(50mg	91687	70.6%
tdf(300mg)+3tc(300mg)+efv(600mg	20388	15.7%
azt(300mg)+3tc(150mg)+nvp(200mg	6888	5.3%
azt(300mg)+3tc(150mg)+abc(300mg	1202	0.9%
tdf(300mg)+3tc(300mg)+lpv/r(200/50mg	1109	0.9%
abc(60mg)+3tc(30mg)+lpv/r(40/10mg	1019	0.8%
azt(300mg)+3tc(150mg)+efv(600mg	788	0.6%
tdf(300mg)+3tc(30mg)+dtg(50mg	717	0.6%
azt(10mg/ml)+3tc(10mg/ml)+nvp(10mg/ml	674	0.5%
azt/3tc/nvp(60/30/50mg	594	0.5%
Other values (55)	4720	3.6%

Most occurring characters

Value	Count	Frequency (%)
0	667275	16.4%
m	387875	9.6%
g	385220	9.5%
(	385123	9.5%
)	385123	9.5%
3	373548	9.2%
T	350656	8.6%
+	255403	6.3%
D	208791	5.1%
F	138129	3.4%
Other values (32)	524345	12.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1200572	29.6%
Uppercase Letter	1038405	25.6%
Lowercase Letter	779484	19.2%
Open Punctuation	385123	9.5%
Close Punctuation	385123	9.5%
Math Symbol	255403	6.3%
Other Punctuation	17345	0.4%
Space Separator	33	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	350656	33.8%
D	208791	20.1%
F	138129	13.3%
C	133469	12.9%
G	93233	9.0%
V	35193	3.4%
E	21802	2.1%
A	15716	1.5%
P	13029	1.3%
Z	11660	1.1%
Other values (4)	16727	1.6%

Lowercase Letter

Value	Count	Frequency (%)
m	387875	49.8%
g	385220	49.4%
r	3332	0.4%
l	2655	0.3%
d	107	< 0.1%
o	97	< 0.1%
i	34	< 0.1%
a	33	< 0.1%
z	33	< 0.1%
t	32	< 0.1%
Other values (4)	66	< 0.1%

Decimal Number

Value	Count	Frequency (%)
0	667275	55.6%
3	373548	31.1%
5	106495	8.9%
6	24263	2.0%
1	15281	1.3%
2	12487	1.0%
4	1159	0.1%
8	33	< 0.1%
9	31	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	385123	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	385123	100.0%

Math Symbol

Value	Count	Frequency (%)
+	255403	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	17345	100.0%

Space Separator

Value	Count	Frequency (%)
	33	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2243599	55.2%
Latin	1817889	44.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	387875	21.3%
g	385220	21.2%
T	350656	19.3%
D	208791	11.5%
F	138129	7.6%
C	133469	7.3%
G	93233	5.1%
V	35193	1.9%
E	21802	1.2%
A	15716	0.9%
Other values (18)	47805	2.6%

Common

Value	Count	Frequency (%)
0	667275	29.7%
(	385123	17.2%
)	385123	17.2%
3	373548	16.6%
+	255403	11.4%
5	106495	4.7%
6	24263	1.1%
/	17345	0.8%
1	15281	0.7%
2	12487	0.6%
Other values (4)	1256	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4061488	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	667275	16.4%
m	387875	9.6%
g	385220	9.5%
(	385123	9.5%
)	385123	9.5%
3	373548	9.2%
T	350656	8.6%
+	255403	6.3%
D	208791	5.1%
F	138129	3.4%
Other values (32)	524345	12.9%

LAST_CLINIC_STAGE
Categorical

MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	23531
Missing (%)	15.4%
Memory size	1.2 MiB

Stage I	91040
Stage II	24113
Stage III	12523
Stage IV	1340
Stage II?	4

Length

Max length	9
Median length	7
Mean length	7.391478907
Min length	7

Characters and Unicode

Total characters	953656
Distinct characters	9
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Stage III
2nd row	Stage I
3rd row	Stage I
4th row	Stage I
5th row	Stage I

Common Values

Value	Count	Frequency (%)
Stage I	91040	59.7%
Stage II	24113	15.8%
Stage III	12523	8.2%
Stage IV	1340	0.9%
Stage II?	4	< 0.1%
Stage IIt	1	< 0.1%
(Missing)	23531	15.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
stage	129021	50.0%
i	91040	35.3%
ii	24117	9.3%
iii	12523	4.9%
iv	1340	0.5%
iit	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
I	178185	18.7%
t	129022	13.5%
S	129021	13.5%
a	129021	13.5%
g	129021	13.5%
e	129021	13.5%
	129021	13.5%
V	1340	0.1%
?	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	516085	54.1%
Uppercase Letter	308546	32.4%
Space Separator	129021	13.5%
Other Punctuation	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	129022	25.0%
a	129021	25.0%
g	129021	25.0%
e	129021	25.0%

Uppercase Letter

Value	Count	Frequency (%)
I	178185	57.7%
S	129021	41.8%
V	1340	0.4%

Space Separator

Value	Count	Frequency (%)
	129021	100.0%

Other Punctuation

Value	Count	Frequency (%)
?	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	824631	86.5%
Common	129025	13.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	178185	21.6%
t	129022	15.6%
S	129021	15.6%
a	129021	15.6%
g	129021	15.6%
e	129021	15.6%
V	1340	0.2%

Common

Value	Count	Frequency (%)
	129021	> 99.9%
?	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	953656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	178185	18.7%
t	129022	13.5%
S	129021	13.5%
a	129021	13.5%
g	129021	13.5%
e	129021	13.5%
	129021	13.5%
V	1340	0.1%
?	4	< 0.1%

LAST_VIRAL_LOAD
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	6330
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8789.246007

Minimum	0
Maximum	10000000
Zeros	101214
Zeros (%)	66.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	30
95-th percentile	546.45
Maximum	10000000
Range	10000000
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	138564.026
Coefficient of variation (CV)	15.7651778
Kurtosis	2207.693892
Mean	8789.246007
Median Absolute Deviation (MAD)	0
Skewness	39.67085197
Sum	1340817057
Variance	1.919998931 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	101214	66.3%
40	17650	11.6%
20	8596	5.6%
19	3232	2.1%
400	391	0.3%
150	169	0.1%
41	121	0.1%
46	119	0.1%
50	117	0.1%
47	115	0.1%
Other values (6320)	20828	13.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	101214	66.3%
1	20	< 0.1%
2	3	< 0.1%
3	2	< 0.1%
5	15	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	3	< 0.1%
10	13	< 0.1%

Value	Count	Frequency (%)
10000000	7	< 0.1%
9920928	1	< 0.1%
9143304	1	< 0.1%
8392161	1	< 0.1%
8380000	1	< 0.1%
7990000	1	< 0.1%
7228292	1	< 0.1%
6835123	1	< 0.1%
6279870	1	< 0.1%
5820803	1	< 0.1%

LAST_CD4
Real number (ℝ)

SKEWED
ZEROS

Distinct	1882
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	140.8458447

Minimum	-355
Maximum	2225727
Zeros	113980
Zeros (%)	74.7%
Negative	3
Negative (%)	< 0.1%
Memory size	1.2 MiB

Quantile statistics

Minimum	-355
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	668
Maximum	2225727
Range	2226082
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	6935.721873
Coefficient of variation (CV)	49.24335457
Kurtosis	82788.46613
Mean	140.8458447
Median Absolute Deviation (MAD)	0
Skewness	280.0604144
Sum	21486315.31
Variance	48104237.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	113980	74.7%
2	98	0.1%
10	89	0.1%
3	87	0.1%
5	84	0.1%
320	84	0.1%
4	83	0.1%
43	82	0.1%
50	80	0.1%
8	79	0.1%
Other values (1872)	37806	24.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-355	1	< 0.1%
-270	1	< 0.1%
-261	1	< 0.1%
0	113980	74.7%
0.2	1	< 0.1%
0.5	1	< 0.1%
0.6	1	< 0.1%
0.9	1	< 0.1%
1	73	< 0.1%
1.1	1	< 0.1%

Value	Count	Frequency (%)
2225727	1	< 0.1%
1470742	1	< 0.1%
308308	1	< 0.1%
225946	1	< 0.1%
188048	1	< 0.1%
99484	1	< 0.1%
81379	1	< 0.1%
78161	1	< 0.1%
47905	1	< 0.1%
45283	1	< 0.1%

LAST_CD4P
Real number (ℝ)

SKEWED
ZEROS

Distinct	533
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.021743012

Minimum	-494
Maximum	9968
Zeros	151427
Zeros (%)	99.3%
Negative	1
Negative (%)	< 0.1%
Memory size	1.2 MiB

Quantile statistics

Minimum	-494
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	9968
Range	10462
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	47.83585726
Coefficient of variation (CV)	23.66070117
Kurtosis	13449.17064
Mean	2.021743012
Median Absolute Deviation (MAD)	0
Skewness	81.37770847
Sum	308420.94
Variance	2288.26924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	151427	99.3%
9	26	< 0.1%
2	25	< 0.1%
4	24	< 0.1%
6	23	< 0.1%
1	22	< 0.1%
8	22	< 0.1%
7	20	< 0.1%
5	19	< 0.1%
3	18	< 0.1%
Other values (523)	926	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-494	1	< 0.1%
0	151427	99.3%
0.22	1	< 0.1%
0.37	1	< 0.1%
1	22	< 0.1%
1.72	1	< 0.1%
2	25	< 0.1%
2.29	1	< 0.1%
3	18	< 0.1%
3.76	1	< 0.1%

Value	Count	Frequency (%)
9968	1	< 0.1%
4518	1	< 0.1%
3102	1	< 0.1%
2570	1	< 0.1%
2561	1	< 0.1%
2465	1	< 0.1%
2301	1	< 0.1%
2071	1	< 0.1%
2065	1	< 0.1%
1946	1	< 0.1%

DATE_LAST_CD4
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	110846
Missing (%)	72.7%
Memory size	1.2 MiB

DATE_LAST_VIRAL_LOAD
Date

MISSING

Distinct	1444
Distinct (%)	1.9%
Missing	75477
Missing (%)	49.5%
Memory size	1.2 MiB

Minimum	2009-07-01 00:00:00
Maximum	2108-03-23 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

VIRAL_LOAD_DUE_DATE
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	42522
Missing (%)	27.9%
Memory size	1.2 MiB

VIRAL_LOAD_TYPE
Categorical

HIGH CORRELATION
MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	42522
Missing (%)	27.9%
Memory size	1.2 MiB

Baseline	50993
Routine	34193
Second	18936
Repeat	5908

Length

Max length	8
Median length	7
Mean length	7.237653367
Min length	6

Characters and Unicode

Total characters	796359
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Second
2nd row	Routine
3rd row	Second
4th row	Second
5th row	Second

Common Values

Value	Count	Frequency (%)
Baseline	50993	33.4%
Routine	34193	22.4%
Second	18936	12.4%
Repeat	5908	3.9%
(Missing)	42522	27.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
baseline	50993	46.3%
routine	34193	31.1%
second	18936	17.2%
repeat	5908	5.4%

Most occurring characters

Value	Count	Frequency (%)
e	166931	21.0%
n	104122	13.1%
i	85186	10.7%
a	56901	7.1%
o	53129	6.7%
B	50993	6.4%
s	50993	6.4%
l	50993	6.4%
R	40101	5.0%
t	40101	5.0%
Other values (5)	96909	12.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	686329	86.2%
Uppercase Letter	110030	13.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	166931	24.3%
n	104122	15.2%
i	85186	12.4%
a	56901	8.3%
o	53129	7.7%
s	50993	7.4%
l	50993	7.4%
t	40101	5.8%
u	34193	5.0%
c	18936	2.8%
Other values (2)	24844	3.6%

Uppercase Letter

Value	Count	Frequency (%)
B	50993	46.3%
R	40101	36.4%
S	18936	17.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	796359	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	166931	21.0%
n	104122	13.1%
i	85186	10.7%
a	56901	7.1%
o	53129	6.7%
B	50993	6.4%
s	50993	6.4%
l	50993	6.4%
R	40101	5.0%
t	40101	5.0%
Other values (5)	96909	12.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	796359	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	166931	21.0%
n	104122	13.1%
i	85186	10.7%
a	56901	7.1%
o	53129	6.7%
B	50993	6.4%
s	50993	6.4%
l	50993	6.4%
R	40101	5.0%
t	40101	5.0%
Other values (5)	96909	12.2%

DATE_LAST_REFILL
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	22797
Missing (%)	14.9%
Memory size	1.2 MiB

DATE_NEXT_REFILL
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	22797
Missing (%)	14.9%
Memory size	1.2 MiB

LAST_REFILL_DURATION
Real number (ℝ_≥0)

ZEROS

Distinct	49
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.3901817

Minimum	0
Maximum	1800
Zeros	30765
Zeros (%)	20.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	30
median	90
Q3	180
95-th percentile	180
Maximum	1800
Range	1800
Interquartile range (IQR)	150

Descriptive statistics

Standard deviation	74.52399719
Coefficient of variation (CV)	0.7423434835
Kurtosis	0.122510215
Mean	100.3901817
Median Absolute Deviation (MAD)	90
Skewness	-0.02255972235
Sum	15314723
Variance	5553.826158
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
180	64917	42.6%
0	30765	20.2%
90	24135	15.8%
30	13983	9.2%
60	13889	9.1%
15	2596	1.7%
14	988	0.6%
120	936	0.6%
150	169	0.1%
49	25	< 0.1%
Other values (39)	149	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	30765	20.2%
3	1	< 0.1%
6	1	< 0.1%
7	24	< 0.1%
8	1	< 0.1%
10	3	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	988	0.6%
15	2596	1.7%

Value	Count	Frequency (%)
1800	1	< 0.1%
480	1	< 0.1%
360	2	< 0.1%
300	2	< 0.1%
270	2	< 0.1%
240	2	< 0.1%
225	4	< 0.1%
180	64917	42.6%
168	18	< 0.1%
160	1	< 0.1%

LAST_REFILL_SETTING
Categorical

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	127526
Missing (%)	83.6%
Memory size	1.2 MiB

Facility	25026

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	200208
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Facility
2nd row	Facility
3rd row	Facility
4th row	Facility
5th row	Facility

Common Values

Value	Count	Frequency (%)
Facility	25026	16.4%
(Missing)	127526	83.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
facility	25026	100.0%

Most occurring characters

Value	Count	Frequency (%)
i	50052	25.0%
F	25026	12.5%
a	25026	12.5%
c	25026	12.5%
l	25026	12.5%
t	25026	12.5%
y	25026	12.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	175182	87.5%
Uppercase Letter	25026	12.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	50052	28.6%
a	25026	14.3%
c	25026	14.3%
l	25026	14.3%
t	25026	14.3%
y	25026	14.3%

Uppercase Letter

Value	Count	Frequency (%)
F	25026	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	200208	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	50052	25.0%
F	25026	12.5%
a	25026	12.5%
c	25026	12.5%
l	25026	12.5%
t	25026	12.5%
y	25026	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	200208	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	50052	25.0%
F	25026	12.5%
a	25026	12.5%
c	25026	12.5%
l	25026	12.5%
t	25026	12.5%
y	25026	12.5%

DATE_LAST_CLINIC
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	17811
Missing (%)	11.7%
Memory size	1.2 MiB

DATE_NEXT_CLINIC
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	21263
Missing (%)	13.9%
Memory size	1.2 MiB

DATE_TRACKED
Date

MISSING

Distinct	1244
Distinct (%)	50.5%
Missing	150090
Missing (%)	98.4%
Memory size	1.2 MiB

Minimum	2008-02-28 00:00:00
Maximum	2020-01-27 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

OUTCOME
Categorical

HIGH CORRELATION
MISSING

Distinct	13
Distinct (%)	0.1%
Missing	133094
Missing (%)	87.2%
Memory size	1.2 MiB

Did Not Attempt to Trace Patient	10123
	4944
Lost to Follow Up	1525
Died (Confirmed)	1082
ART Transfer Out	901
Other values (8)	883

Length

Max length	52
Median length	32
Mean length	21.24745606
Min length	4

Characters and Unicode

Total characters	413433
Distinct characters	38
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Did Not Attempt to Trace Patient
2nd row	Did Not Attempt to Trace Patient
3rd row	Did Not Attempt to Trace Patient
4th row	Did Not Attempt to Trace Patient
5th row	Did Not Attempt to Trace Patient

Common Values

Value	Count	Frequency (%)
Did Not Attempt to Trace Patient	10123	6.6%
	4944	3.2%
Lost to Follow Up	1525	1.0%
Died (Confirmed)	1082	0.7%
ART Transfer Out	901	0.6%
ART Restart	550	0.4%
Stopped Treatment	141	0.1%
Relocating	91	0.1%
Pre-ART Transfer Out	46	< 0.1%
Closer to new facility	26	< 0.1%
Other values (3)	29	< 0.1%
(Missing)	133094	87.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
to	11681	15.9%
patient	10148	13.8%
trace	10123	13.8%
attempt	10123	13.8%
did	10123	13.8%
not	10123	13.8%
follow	1525	2.1%
up	1525	2.1%
lost	1525	2.1%
art	1451	2.0%
Other values (18)	5206	7.1%

Most occurring characters

Value	Count	Frequency (%)
t	76610	18.5%
	68927	16.7%
e	34786	8.4%
o	27780	6.7%
i	22614	5.5%
a	22069	5.3%
r	13949	3.4%
T	12733	3.1%
n	12518	3.0%
d	12489	3.0%
Other values (28)	108958	26.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	267509	64.7%
Space Separator	68927	16.7%
Uppercase Letter	64849	15.7%
Control	9888	2.4%
Open Punctuation	1107	0.3%
Close Punctuation	1107	0.3%
Dash Punctuation	46	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	76610	28.6%
e	34786	13.0%
o	27780	10.4%
i	22614	8.5%
a	22069	8.2%
r	13949	5.2%
n	12518	4.7%
d	12489	4.7%
p	11930	4.5%
m	11382	4.3%
Other values (10)	21382	8.0%

Uppercase Letter

Value	Count	Frequency (%)
T	12733	19.6%
A	11620	17.9%
D	11205	17.3%
P	10212	15.7%
N	10123	15.6%
R	2138	3.3%
U	1550	2.4%
L	1525	2.4%
F	1525	2.4%
C	1126	1.7%
Other values (2)	1092	1.7%

Control

Value	Count	Frequency (%)
	4944	50.0%
	4944	50.0%

Space Separator

Value	Count	Frequency (%)
	68927	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	46	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1107	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1107	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	332358	80.4%
Common	81075	19.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	76610	23.1%
e	34786	10.5%
o	27780	8.4%
i	22614	6.8%
a	22069	6.6%
r	13949	4.2%
T	12733	3.8%
n	12518	3.8%
d	12489	3.8%
p	11930	3.6%
Other values (22)	84880	25.5%

Common

Value	Count	Frequency (%)
	68927	85.0%
	4944	6.1%
	4944	6.1%
(	1107	1.4%
)	1107	1.4%
-	46	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	413433	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	76610	18.5%
	68927	16.7%
e	34786	8.4%
o	27780	6.7%
i	22614	5.5%
a	22069	5.3%
r	13949	3.4%
T	12733	3.1%
n	12518	3.0%
d	12489	3.0%
Other values (28)	108958	26.4%

CAUSE_DEATH
Categorical

HIGH CARDINALITY
MISSING

Distinct	103
Distinct (%)	5.1%
Missing	150543
Missing (%)	98.7%
Memory size	1.2 MiB

Unknown cause	754
Other natural causes	293
Other HIV disease resulting in other disease or conditions leading to death	242
HIV disease resulting in other infectious and parasitic disease	138
UNKNOWN	124
Other values (98)	458

Length

Max length	91
Median length	13
Mean length	24.8765555
Min length	3

Characters and Unicode

Total characters	49977
Distinct characters	68
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	61 ?
Unique (%)	3.0%

Sample

1st row	Skin Disorder
2nd row	GIDDINESS
3rd row	B POSITIVE
4th row	HIV 2
5th row	ALCOHOL COUNSELING

Common Values

Value	Count	Frequency (%)
Unknown cause	754	0.5%
Other natural causes	293	0.2%
Other HIV disease resulting in other disease or conditions leading to death	242	0.2%
HIV disease resulting in other infectious and parasitic disease	138	0.1%
UNKNOWN	124	0.1%
Illness	97	0.1%
Felt sick/bad	59	< 0.1%
Patient Dead	39	< 0.1%
HIV INFECTED	38	< 0.1%
HIV disease resulting in TB	26	< 0.1%
Other values (93)	199	0.1%
(Missing)	150543	98.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
other	917	11.9%
unknown	883	11.5%
disease	792	10.3%
cause	755	9.8%
hiv	458	6.0%
in	409	5.3%
resulting	407	5.3%
causes	310	4.0%
natural	293	3.8%
to	256	3.3%
Other values (206)	2197	28.6%

Most occurring characters

Value	Count	Frequency (%)
	5670	11.3%
e	5005	10.0%
n	4702	9.4%
s	4197	8.4%
a	3587	7.2%
i	3126	6.3%
t	2869	5.7%
o	2361	4.7%
r	2108	4.2%
u	1957	3.9%
Other values (58)	14395	28.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	38632	77.3%
Space Separator	5670	11.3%
Uppercase Letter	5533	11.1%
Other Punctuation	83	0.2%
Dash Punctuation	29	0.1%
Decimal Number	19	< 0.1%
Open Punctuation	5	< 0.1%
Close Punctuation	5	< 0.1%
Math Symbol	1	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
U	929	16.8%
O	731	13.2%
I	725	13.1%
N	531	9.6%
H	515	9.3%
V	501	9.1%
E	225	4.1%
T	167	3.0%
D	134	2.4%
K	133	2.4%
Other values (16)	942	17.0%

Lowercase Letter

Value	Count	Frequency (%)
e	5005	13.0%
n	4702	12.2%
s	4197	10.9%
a	3587	9.3%
i	3126	8.1%
t	2869	7.4%
o	2361	6.1%
r	2108	5.5%
u	1957	5.1%
d	1801	4.7%
Other values (15)	6919	17.9%

Decimal Number

Value	Count	Frequency (%)
2	4	21.1%
0	4	21.1%
5	3	15.8%
9	3	15.8%
4	2	10.5%
1	2	10.5%
3	1	5.3%

Other Punctuation

Value	Count	Frequency (%)
/	69	83.1%
,	11	13.3%
;	1	1.2%
.	1	1.2%
&	1	1.2%

Space Separator

Value	Count	Frequency (%)
	5670	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	29	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5	100.0%

Math Symbol

Value	Count	Frequency (%)
>	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	44165	88.4%
Common	5812	11.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	5005	11.3%
n	4702	10.6%
s	4197	9.5%
a	3587	8.1%
i	3126	7.1%
t	2869	6.5%
o	2361	5.3%
r	2108	4.8%
u	1957	4.4%
d	1801	4.1%
Other values (41)	12452	28.2%

Common

Value	Count	Frequency (%)
	5670	97.6%
/	69	1.2%
-	29	0.5%
,	11	0.2%
(	5	0.1%
)	5	0.1%
2	4	0.1%
0	4	0.1%
5	3	0.1%
9	3	0.1%
Other values (7)	9	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49977	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	5670	11.3%
e	5005	10.0%
n	4702	9.4%
s	4197	8.4%
a	3587	7.2%
i	3126	6.3%
t	2869	5.7%
o	2361	4.7%
r	2108	4.2%
u	1957	3.9%
Other values (58)	14395	28.8%

AGREED_DATE
Date

HIGH CORRELATION
MISSING

Distinct	6
Distinct (%)	33.3%
Missing	152534
Missing (%)	> 99.9%
Memory size	1.2 MiB

Minimum	2018-01-22 00:00:00
Maximum	2018-12-27 00:00:00

Histogram

Histogram with fixed size bins (bins=6)

BIOMETRIC
Categorical

HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	11229
Missing (%)	7.4%
Memory size	1.2 MiB

0.0	99074
1.0	42249

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	423969
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	99074	64.9%
1.0	42249	27.7%
(Missing)	11229	7.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	99074	70.1%
1.0	42249	29.9%

Most occurring characters

Value	Count	Frequency (%)
0	240397	56.7%
.	141323	33.3%
1	42249	10.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	282646	66.7%
Other Punctuation	141323	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	240397	85.1%
1	42249	14.9%

Other Punctuation

Value	Count	Frequency (%)
.	141323	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	423969	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	240397	56.7%
.	141323	33.3%
1	42249	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	423969	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	240397	56.7%
.	141323	33.3%
1	42249	10.0%

PARTNERINFORMATION_ID
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	152552
Missing (%)	100.0%
Memory size	1.2 MiB

WARD
Categorical

HIGH CARDINALITY
MISSING

Distinct	1103
Distinct (%)	1.9%
Missing	94466
Missing (%)	61.9%
Memory size	1.2 MiB

East Itam 2	2840
Ikot Ekpene Urban	2086
Central 1	1400
Bussa	1280
Mokwa Central	964
Other values (1098)	49516

Length

Max length	21
Median length	7
Mean length	8.38103846
Min length	3

Characters and Unicode

Total characters	486821
Distinct characters	67
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	274 ?
Unique (%)	0.5%

Sample

1st row	Auna Central
2nd row	Auna East
3rd row	Auna East
4th row	Auna Central
5th row	Auna East

Common Values

Value	Count	Frequency (%)
East Itam 2	2840	1.9%
Ikot Ekpene Urban	2086	1.4%
Central 1	1400	0.9%
Bussa	1280	0.8%
Mokwa Central	964	0.6%
East Itam 1	838	0.5%
Numan I	758	0.5%
Mbiabong Ikot	678	0.4%
Itak	610	0.4%
Afaha	584	0.4%
Other values (1093)	46048	30.2%
(Missing)	94466	61.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1	7606	7.7%
2	6506	6.6%
ikot	5047	5.1%
east	4789	4.8%
itam	4307	4.4%
central	3066	3.1%
urban	2559	2.6%
ekpene	2086	2.1%
3	2067	2.1%
abak	1691	1.7%
Other values (1042)	59093	59.8%

Most occurring characters

Value	Count	Frequency (%)
a	63927	13.1%
	40733	8.4%
n	26923	5.5%
o	25212	5.2%
t	24768	5.1%
k	23137	4.8%
e	21722	4.5%
i	21439	4.4%
u	16917	3.5%
I	16827	3.5%
Other values (57)	205216	42.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	342591	70.4%
Uppercase Letter	81238	16.7%
Space Separator	40733	8.4%
Decimal Number	18362	3.8%
Other Punctuation	2126	0.4%
Dash Punctuation	1719	0.4%
Open Punctuation	26	< 0.1%
Close Punctuation	26	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	16827	20.7%
E	10346	12.7%
A	8411	10.4%
M	6084	7.5%
B	5534	6.8%
U	4800	5.9%
N	4088	5.0%
W	3931	4.8%
C	3693	4.5%
O	3299	4.1%
Other values (15)	14225	17.5%

Lowercase Letter

Value	Count	Frequency (%)
a	63927	18.7%
n	26923	7.9%
o	25212	7.4%
t	24768	7.2%
k	23137	6.8%
e	21722	6.3%
i	21439	6.3%
u	16917	4.9%
b	15978	4.7%
s	15440	4.5%
Other values (15)	87128	25.4%

Decimal Number

Value	Count	Frequency (%)
1	7935	43.2%
2	6762	36.8%
3	2138	11.6%
4	696	3.8%
5	290	1.6%
0	153	0.8%
7	124	0.7%
8	123	0.7%
6	90	0.5%
9	51	0.3%

Other Punctuation

Value	Count	Frequency (%)
/	2064	97.1%
.	61	2.9%
&	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	40733	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1719	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	26	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	26	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	423829	87.1%
Common	62992	12.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	63927	15.1%
n	26923	6.4%
o	25212	5.9%
t	24768	5.8%
k	23137	5.5%
e	21722	5.1%
i	21439	5.1%
u	16917	4.0%
I	16827	4.0%
b	15978	3.8%
Other values (40)	166979	39.4%

Common

Value	Count	Frequency (%)
	40733	64.7%
1	7935	12.6%
2	6762	10.7%
3	2138	3.4%
/	2064	3.3%
-	1719	2.7%
4	696	1.1%
5	290	0.5%
0	153	0.2%
7	124	0.2%
Other values (7)	378	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	486821	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	63927	13.1%
	40733	8.4%
n	26923	5.5%
o	25212	5.2%
t	24768	5.1%
k	23137	4.8%
e	21722	4.5%
i	21439	4.4%
u	16917	3.5%
I	16827	3.5%
Other values (57)	205216	42.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	State	L.G.A	Facility Name	PATIENT_ID	FACILITY_ID	HOSPITAL_NUM	UNIQUE_ID	GENDER	DATE_BIRTH	AGE	age_unit	marital_status	education	OCCUPATION	STATE	lga	entry_point	DATE_CONFIRMED_HIV	DATE_ENROLLED_PMTCT	SOURCE_REFERRAL	TIME_HIV_DIAGNOSIS	tb_status	DATE_REGISTRATION	STATUS_REGISTRATION	ENROLLMENT_SETTING	CBO_ID	DATE_STARTED	enrolled_ovc	RECENCY_CONSENT	RECENCY_TESTING	CURRENT_STATUS	DATE_CURRENT_STATUS	REGIMENTYPE	REGIMEN	LAST_CLINIC_STAGE	LAST_VIRAL_LOAD	DATE_LAST_CD4	DATE_LAST_VIRAL_LOAD	VIRAL_LOAD_DUE_DATE	VIRAL_LOAD_TYPE	DATE_LAST_REFILL	DATE_NEXT_REFILL	LAST_REFILL_DURATION	LAST_REFILL_SETTING	DATE_LAST_CLINIC	DATE_NEXT_CLINIC	DATE_TRACKED	OUTCOME	CAUSE_DEATH	AGREED_DATE	BIOMETRIC	PARTNERINFORMATION_ID	WARD
0	Niger	Magama	Rural Hosp- Auna	8217	10011	NGRA0002235/20	NaN	Female	1995-06-01 00:00:00	25	year(s)	Single	Primary	Unemployed	Niger	Magama	OPD	2020-06-06 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	2020-06-06 00:00:00	HIV+ Non ART	Facility	NaN	2020-06-06 00:00:00	NaN	NaN	No Documented Test Result	ART Start	2020-06-06 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage III	0.0	NaN	NaT	NaN	NaN	2020-09-09 00:00:00	2020-12-06 00:00:00	90	NaN	2020-09-06 00:00:00	2020-12-06 00:00:00	NaT	NaN	NaN	NaT	NaN	NaN	NaN
1	Niger	Magama	Rural Hosp- Auna	8218	10011	821/2/20	NGRA6270010	Male	1990-01-01 00:00:00	30	year(s)	Widowed	Quranic	Employed	Niger	Magama	OPD	2020-02-19 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	2020-02-19 00:00:00	HIV+ Non ART	Facility	0.0	2020-02-19 00:00:00	0.0	NaN	No Documented Test Result	ART Start	2020-02-19 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	766.0	NaN	2020-08-12	2021-02-12 00:00:00	Second	2021-04-17 00:00:00	2021-10-15 00:00:00	180	NaN	2021-04-17 00:00:00	2021-10-15 00:00:00	NaT	NaN	NaN	NaT	1.0	NaN	Auna Central
2	Niger	Magama	Rural Hosp- Auna	8219	10011	1116/3/20	NGRA2670011	Female	1995-01-01 00:00:00	25	year(s)	Divorced	Quranic	Unemployed	Niger	Magama	OPD	2020-03-02 00:00:00	NaT	NaN	NaN	Currently on INH prophylaxis	2020-03-02 00:00:00	HIV+ Non ART	Facility	0.0	2020-03-02 00:00:00	0.0	NaN	No Documented Test Result	ART Start	2020-03-02 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	774.0	NaN	2021-03-02	2022-03-02 00:00:00	Routine	2021-04-01 00:00:00	2021-10-22 00:00:00	180	NaN	2021-04-01 00:00:00	2021-10-22 00:00:00	NaT	NaN	NaN	NaT	1.0	NaN	Auna East
3	Niger	Magama	Rural Hosp- Auna	8220	10011	NGRA6270026	NaN	Female	1996-01-01 00:00:00	24	year(s)	Single	Primary	Unemployed	Niger	Magama	OPD	2020-05-25 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	2020-05-25 00:00:00	HIV+ Non ART	Facility	NaN	2020-05-25 00:00:00	NaN	NaN	No Documented Test Result	ART Start	2020-05-25 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	0.0	NaN	NaT	NaN	NaN	2020-10-19 00:00:00	2021-04-19 00:00:00	180	NaN	2020-10-19 00:00:00	2021-04-09 00:00:00	NaT	NaN	NaN	NaT	NaN	NaN	NaN
4	Niger	Magama	Rural Hosp- Auna	8221	10011	0037/01/20	NGRA627002	Female	1975-01-01 00:00:00	45	year(s)	Married	Quranic	Unemployed	Niger	Magama	OPD	2020-01-08 00:00:00	NaT	NaN	NaN	Currently on INH prophylaxis	2020-01-08 00:00:00	HIV+ Non ART	Facility	0.0	2020-01-08 00:00:00	0.0	NaN	No Documented Test Result	ART Transfer Out	2021-01-04 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	19.0	NaN	2020-12-05	2021-06-05 00:00:00	Second	2020-11-09 00:00:00	2021-05-09 00:00:00	180	NaN	2020-11-09 00:00:00	2021-05-09 00:00:00	NaT	NaN	NaN	NaT	0.0	NaN	Auna East
5	Niger	Magama	Rural Hosp- Auna	8222	10011	1957/20	NGRA6270023	Female	1984-01-01 00:00:00	36	year(s)	Married	None	Unemployed	Niger	Magama	OPD	2020-04-29 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	2020-04-29 00:00:00	HIV+ Non ART	Facility	NaN	2020-04-29 00:00:00	NaN	NaN	No Documented Test Result	ART Start	2020-04-29 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	0.0	NaN	2020-10-01	2021-04-01 00:00:00	Second	2020-11-12 00:00:00	2021-05-12 00:00:00	180	NaN	2020-11-12 00:00:00	2021-05-12 00:00:00	NaT	NaN	NaN	NaT	NaN	NaN	Auna Central
6	Niger	Magama	Rural Hosp- Auna	8223	10011	532/20	NGRA627009	Female	2000-01-01 00:00:00	20	year(s)	Married	Quranic	Unemployed	Niger	Magama	OPD	2020-01-29 00:00:00	NaT	NaN	NaN	Currently on INH prophylaxis	2020-01-29 00:00:00	HIV+ Non ART	Facility	0.0	2020-01-29 00:00:00	0.0	NaN	No Documented Test Result	ART Start	2020-01-29 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	0.0	NaN	2020-10-01	2021-04-01 00:00:00	Second	2020-11-04 00:00:00	2021-05-03 00:00:00	180	NaN	2020-11-04 00:00:00	2021-05-03 00:00:00	NaT	Did Not Attempt to Trace Patient	NaN	NaT	0.0	NaN	Auna East
7	Niger	Magama	Rural Hosp- Auna	8224	10011	1137/2/20	NGRA6270012	Male	1985-01-01 00:00:00	35	year(s)	Married	Senior Secondary	Employed	Niger	Magama	OPD	2020-03-02 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	2020-03-02 00:00:00	HIV+ Non ART	Facility	0.0	2020-03-02 00:00:00	0.0	NaN	No Documented Test Result	ART Transfer Out	2020-05-19 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	0.0	NaN	NaT	2020-09-03 00:00:00	Baseline	2020-03-02 00:00:00	2020-04-01 00:00:00	30	NaN	2020-03-02 00:00:00	2020-04-01 00:00:00	NaT	NaN	NaN	NaT	0.0	NaN	Salka Central
8	Niger	Magama	Rural Hosp- Auna	8225	10011	2154/20	NGRA6270025	Male	2004-01-01 00:00:00	16	year(s)	Single	Senior Secondary	Unemployed	Niger	Magama	In-patient	2020-05-08 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	2020-05-08 00:00:00	HIV+ Non ART	Facility	0.0	2020-05-08 00:00:00	0.0	NaN	No Documented Test Result	ART Start	2020-05-08 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	0.0	NaN	2020-10-01	2020-11-08 00:00:00	Baseline	2021-03-25 00:00:00	2021-10-29 00:00:00	180	NaN	2021-03-25 00:00:00	2021-10-29 00:00:00	NaT	NaN	NaN	NaT	1.0	NaN	Kawo
9	Niger	Magama	Rural Hosp- Auna	8226	10011	168/20	NGRA627003	Male	1975-01-01 00:00:00	45	year(s)	Married	Senior Secondary	Employed	Niger	Magama	Others	2019-01-01 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	2020-01-11 00:00:00	HIV+ Non ART	Facility	0.0	2019-01-01 00:00:00	0.0	NaN	No Documented Test Result	ART Transfer Out	2020-01-12 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	0.0	NaN	NaT	NaN	NaN	2020-01-11 00:00:00	2020-02-10 00:00:00	30	NaN	2019-01-01 00:00:00	2020-02-10 00:00:00	NaT	NaN	NaN	NaT	0.0	NaN	Auna Central

Last rows

	State	L.G.A	Facility Name	PATIENT_ID	FACILITY_ID	HOSPITAL_NUM	UNIQUE_ID	GENDER	DATE_BIRTH	AGE	age_unit	marital_status	education	OCCUPATION	STATE	lga	entry_point	DATE_CONFIRMED_HIV	DATE_ENROLLED_PMTCT	SOURCE_REFERRAL	TIME_HIV_DIAGNOSIS	tb_status	PREGNANT	DATE_REGISTRATION	STATUS_REGISTRATION	ENROLLMENT_SETTING	DATE_STARTED	RECENCY_CONSENT	RECENCY_TESTING	CURRENT_STATUS	DATE_CURRENT_STATUS	REGIMENTYPE	REGIMEN	LAST_CLINIC_STAGE	DATE_LAST_CD4	DATE_LAST_VIRAL_LOAD	VIRAL_LOAD_DUE_DATE	VIRAL_LOAD_TYPE	DATE_LAST_REFILL	DATE_NEXT_REFILL	LAST_REFILL_DURATION	LAST_REFILL_SETTING	DATE_LAST_CLINIC	DATE_NEXT_CLINIC	DATE_TRACKED	OUTCOME	CAUSE_DEATH	AGREED_DATE	BIOMETRIC	PARTNERINFORMATION_ID	WARD
152542	Akwa Ibom	Itu	West Itam Public Health Center	160845	3071	AKS/1321	AKS/1321	Female	1983-06-10 00:00:00	38	year(s)	Single	Senior Secondary	Employed	Akwa Ibom	Ikono	HCT	2021-05-28 00:00:00	NaT	NaN	NaN	TB suspected and referred for evaluation	0	2021-05-28 00:00:00	HIV+ Non ART	Facility	2021-05-28 00:00:00	NaN	NaN	ART Start	2021-05-28 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-28 00:00:00	2021-06-25 00:00:00	30	NaN	2021-05-28 00:00:00	2021-06-25 00:00:00	NaT	NaN	NaN	NaT	1.0	NaN	Ibiaku
152543	Akwa Ibom	Itu	West Itam Public Health Center	160846	3071	TI/0177	TI/0177	Female	1984-08-08 00:00:00	37	year(s)	Married	Junior Secondary	Unemployed	Akwa Ibom	Itu	Transfer-in	2016-01-11 00:00:00	2021-05-28	NaN	NaN	Currently on INH prophylaxis	1	2021-05-28 00:00:00	ART Transfer In	Facility	2016-01-11 00:00:00	NaN	NaN	ART Transfer In	2021-05-28 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-28 00:00:00	2021-08-24 00:00:00	90	NaN	2021-05-28 00:00:00	2021-08-24 00:00:00	NaT	NaN	NaN	NaT	1.0	NaN	East Itam 4
152544	Akwa Ibom	Ikono	Ediene I Health Centre	160847	584	0027/21	27	Male	1975-05-28 00:00:00	46	year(s)	Married	Senior Secondary	Employed	Akwa Ibom	Ikono	OPD	2021-05-28 00:00:00	NaT	NaN	NaN	Currently on INH prophylaxis	0	2021-05-28 00:00:00	HIV+ Non ART	Facility	2021-05-28 00:00:00	NaN	NaN	ART Start	2021-05-28 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-28 00:00:00	2021-06-25 00:00:00	30	NaN	2021-05-28 00:00:00	2021-06-28 00:00:00	NaT	NaN	NaN	NaT	0.0	NaN	Ediene 1
152545	Akwa Ibom	Ika	Urua Inyang Primary Health Centre	160848	582	AKS/011/CAM1/1267/PMV	AKS/011/CAM1/1267/pmv	Female	1971-05-28 00:00:00	50	year(s)	Single	Senior Secondary	Unemployed	Akwa Ibom	Ika	Outreach	2021-05-28 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	0	2021-05-28 00:00:00	HIV Exposed Status Unknown	Clinical Platforms (Chemists/PMVs/Dispensary)	NaN	NaN	NaN	HIV Exposed Status Unknown	2021-05-28 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-28 00:00:00	2021-08-26 00:00:00	90	NaN	2021-05-28 00:00:00	2021-08-26 00:00:00	NaT	NaN	NaN	NaT	0.0	NaN	Achan 2
152546	Niger	Mashegu	Makera Model Primary Health Centre	160849	10026	NGS/003/MAK/00125	NGS/003/MAK/00125	Female	1970-06-15 00:00:00	50	year(s)	Married	None	Unemployed	Niger	Mashegu	Outreach	2020-06-18 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	0	2020-06-18 00:00:00	HIV+ Non ART	Community	2020-06-18 00:00:00	NaN	Recent Infection	ART Restart	2021-05-26 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-26 00:00:00	2021-08-26 00:00:00	90	NaN	2021-05-26 00:00:00	2021-08-26 00:00:00	NaT	NaN	NaN	NaT	1.0	NaN	Manigi
152547	Akwa Ibom	Ika	Nto Etuk Udo Health Centre	160850	579	0129/21	129/21	Female	1994-05-28 00:00:00	27	year(s)	Single	Senior Secondary	Unemployed	Akwa Ibom	Ika	OPD	2021-05-28 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	0	2021-05-28 00:00:00	HIV+ Non ART	Facility	2021-05-28 00:00:00	NaN	NaN	ART Start	2021-05-28 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-28 00:00:00	2021-08-26 00:00:00	90	NaN	2021-05-28 00:00:00	2021-08-26 00:00:00	NaT	NaN	NaN	NaT	0.0	NaN	Achan 3
152548	Akwa Ibom	Ikono	Ikono General Hospital	160851	587	AKS/12/TEC/1506	AKS/12/TEC/1506	Male	1976-01-01 00:00:00	45	year(s)	Married	Senior Secondary	Employed	Akwa Ibom	Ikono	Outreach	2021-05-28 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	0	2021-05-28 00:00:00	HIV+ Non ART	Community	2021-05-28 00:00:00	NaN	No Documented Test Result	ART Start	2021-05-28 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-28 00:00:00	2021-08-25 00:00:00	90	NaN	2021-05-28 00:00:00	2021-08-25 00:00:00	NaT	NaN	NaN	NaT	0.0	NaN	Ediene 1
152549	Akwa Ibom	Ikono	Ikono General Hospital	160852	587	AKS/12/TEC/1507	AKS/12/TEC/1507	Female	1992-01-01 00:00:00	29	year(s)	Married	Senior Secondary	Employed	Akwa Ibom	Ikono	Outreach	2021-05-28 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	0	2021-05-28 00:00:00	HIV+ Non ART	Community	2021-05-28 00:00:00	NaN	No Documented Test Result	ART Start	2021-05-28 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-28 00:00:00	2021-08-25 00:00:00	90	NaN	2021-05-28 00:00:00	2021-08-25 00:00:00	NaT	NaN	NaN	NaT	0.0	NaN	Ediene 1
152550	Akwa Ibom	Ikono	Ikono General Hospital	160853	587	AKS/12/TEC/1505	AKS/12/TEC/1505	Female	1975-01-01 00:00:00	46	year(s)	Married	Senior Secondary	Employed	Akwa Ibom	Ikono	Outreach	2021-05-28 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	0	2021-05-28 00:00:00	HIV+ Non ART	Community	2021-05-28 00:00:00	NaN	No Documented Test Result	ART Start	2021-05-28 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-28 00:00:00	2021-08-25 00:00:00	90	NaN	2021-05-28 00:00:00	2021-08-25 00:00:00	NaT	NaN	NaN	NaT	0.0	NaN	Ediene 1
152551	Niger	Borgu	Wawa BHC	160854	10021	BHW00000227	BHW00000227	Male	1987-05-28 00:00:00	34	year(s)	Married	Primary	Unemployed	Niger	Borgu	Outreach	2021-05-30 00:00:00	NaT	NaN	NaN	No sign or symptoms of TB	0	2021-05-30 00:00:00	HIV+ Non ART	Community	2021-05-30 00:00:00	NaN	NaN	ART Start	2021-05-30 00:00:00	ART First Line Adult	TDF(300mg)+3TC(300mg)+DTG(50mg)	Stage I	NaN	NaT	NaN	NaN	2021-05-30 00:00:00	2021-10-30 00:00:00	180	NaN	2021-05-30 00:00:00	2021-10-30 00:00:00	NaT	NaN	NaN	NaT	1.0	NaN	Wawa

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Open Punctuation

Close Punctuation

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Latin